Dataset statistics
| Number of variables | 47 |
|---|---|
| Number of observations | 1470 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 539.9 KiB |
| Average record size in memory | 376.1 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 33 |
Age is highly overall correlated with TotalWorkingYears | High correlation |
MonthlyIncome is highly overall correlated with TotalWorkingYears and 3 other fields | High correlation |
TotalWorkingYears is highly overall correlated with Age and 4 other fields | High correlation |
YearsAtCompany is highly overall correlated with TotalWorkingYears and 3 other fields | High correlation |
YearsInCurrentRole is highly overall correlated with YearsAtCompany and 2 other fields | High correlation |
YearsSinceLastPromotion is highly overall correlated with YearsAtCompany and 1 other fields | High correlation |
YearsWithCurrManager is highly overall correlated with YearsAtCompany and 1 other fields | High correlation |
JobLevel is highly overall correlated with MonthlyIncome and 2 other fields | High correlation |
StockOptionLevel is highly overall correlated with MaritalStatus_Single | High correlation |
BusinessTravel_Non-Travel is highly overall correlated with BusinessTravel_Travel_Rarely | High correlation |
BusinessTravel_Travel_Frequently is highly overall correlated with BusinessTravel_Travel_Rarely | High correlation |
BusinessTravel_Travel_Rarely is highly overall correlated with BusinessTravel_Non-Travel and 1 other fields | High correlation |
EducationField_Human Resources is highly overall correlated with JobRole_Human Resources | High correlation |
EducationField_Life Sciences is highly overall correlated with EducationField_Medical | High correlation |
EducationField_Medical is highly overall correlated with EducationField_Life Sciences | High correlation |
Gender_Female is highly overall correlated with Gender_Male | High correlation |
Gender_Male is highly overall correlated with Gender_Female | High correlation |
JobRole_Human Resources is highly overall correlated with EducationField_Human Resources | High correlation |
JobRole_Manager is highly overall correlated with MonthlyIncome and 2 other fields | High correlation |
JobRole_Research Director is highly overall correlated with MonthlyIncome | High correlation |
MaritalStatus_Married is highly overall correlated with MaritalStatus_Single | High correlation |
MaritalStatus_Single is highly overall correlated with StockOptionLevel and 1 other fields | High correlation |
OverTime_No is highly overall correlated with OverTime_Yes | High correlation |
OverTime_Yes is highly overall correlated with OverTime_No | High correlation |
BusinessTravel_Non-Travel is highly imbalanced (52.5%) | Imbalance |
EducationField_Human Resources is highly imbalanced (86.8%) | Imbalance |
EducationField_Marketing is highly imbalanced (50.6%) | Imbalance |
EducationField_Other is highly imbalanced (69.0%) | Imbalance |
EducationField_Technical Degree is highly imbalanced (56.4%) | Imbalance |
JobRole_Healthcare Representative is highly imbalanced (56.6%) | Imbalance |
JobRole_Human Resources is highly imbalanced (77.9%) | Imbalance |
JobRole_Manager is highly imbalanced (63.6%) | Imbalance |
JobRole_Manufacturing Director is highly imbalanced (53.5%) | Imbalance |
JobRole_Research Director is highly imbalanced (69.5%) | Imbalance |
JobRole_Sales Representative is highly imbalanced (68.7%) | Imbalance |
Reproduction
| Analysis started | 2023-05-21 19:29:03.831542 |
|---|---|
| Analysis finished | 2023-05-21 19:29:32.817814 |
| Duration | 28.99 seconds |
| Software version | ydata-profiling vv4.1.2 |
| Download configuration | config.json |
Age
Real number (ℝ)
| Distinct | 43 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.7793338 × 10-17 |
| Minimum | -2.0721922 |
|---|---|
| Maximum | 2.5268856 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 798 |
| Negative (%) | 54.3% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | -2.0721922 |
|---|---|
| 5-th percentile | -1.4151811 |
| Q1 | -0.75816996 |
| median | -0.10115885 |
| Q3 | 0.66535411 |
| 95-th percentile | 1.8698745 |
| Maximum | 2.5268856 |
| Range | 4.5990778 |
| Interquartile range (IQR) | 1.4235241 |
Descriptive statistics
| Standard deviation | 1.0003403 |
|---|---|
| Coefficient of variation (CV) | -3.5992089 × 1016 |
| Kurtosis | -0.40414514 |
| Mean | -2.7793338 × 10-17 |
| Median Absolute Deviation (MAD) | 0.65701111 |
| Skewness | 0.4132863 |
| Sum | -2.6645353 × 10-14 |
| Variance | 1.0006807 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) |
| -0.2106607045 | 78 | 5.3% |
| -0.3201625558 | 77 | 5.2% |
| -0.1011588531 | 69 | 4.7% |
| -0.6486681098 | 69 | 4.7% |
| -0.8676718125 | 68 | 4.6% |
| -0.5391662585 | 61 | 4.1% |
| -0.7581699611 | 60 | 4.1% |
| -0.4296644071 | 58 | 3.9% |
| 0.1178448495 | 58 | 3.9% |
| 0.3368485522 | 57 | 3.9% |
| Other values (33) | 815 |
| Value | Count | Frequency (%) |
| -2.072192177 | 8 | 0.5% |
| -1.962690326 | 9 | 0.6% |
| -1.853188474 | 11 | 0.7% |
| -1.743686623 | 13 | 0.9% |
| -1.634184772 | 16 | 1.1% |
| -1.52468292 | 14 | 1.0% |
| -1.415181069 | 26 | |
| -1.305679218 | 26 | |
| -1.196177366 | 39 | |
| -1.086675515 | 48 |
| Value | Count | Frequency (%) |
| 2.526885579 | 5 | 0.3% |
| 2.417383728 | 10 | |
| 2.307881876 | 14 | |
| 2.198380025 | 4 | 0.3% |
| 2.088878174 | 14 | |
| 1.979376322 | 22 | |
| 1.869874471 | 18 | |
| 1.76037262 | 19 | |
| 1.650870768 | 18 | |
| 1.541368917 | 19 |
DailyRate
Real number (ℝ)
| Distinct | 886 |
|---|---|
| Distinct (%) | 60.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.5919429 × 10-17 |
| Minimum | -1.7365757 |
|---|---|
| Maximum | 1.7267301 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 736 |
| Negative (%) | 50.1% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | -1.7365757 |
|---|---|
| 5-th percentile | -1.5795246 |
| Q1 | -0.83666159 |
| median | -0.0012041354 |
| Q3 | 0.87887716 |
| 95-th percentile | 1.5410454 |
| Maximum | 1.7267301 |
| Range | 3.4633058 |
| Interquartile range (IQR) | 1.7155387 |
Descriptive statistics
| Standard deviation | 1.0003403 |
|---|---|
| Coefficient of variation (CV) | 2.1784686 × 1016 |
| Kurtosis | -1.2038228 |
| Mean | 4.5919429 × 10-17 |
| Median Absolute Deviation (MAD) | 0.85281117 |
| Skewness | -0.0035185684 |
| Sum | 3.08642 × 10-14 |
| Variance | 1.0006807 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.276384483 | 6 | 0.4% |
| -0.9779704142 | 5 | 0.3% |
| -0.6755199421 | 5 | 0.3% |
| 1.30528274 | 5 | 0.3% |
| 0.6929444892 | 5 | 0.3% |
| -1.17381949 | 5 | 0.3% |
| 0.06573162485 | 4 | 0.3% |
| 1.652357052 | 4 | 0.3% |
| -1.327523829 | 4 | 0.3% |
| -1.45147894 | 4 | 0.3% |
| Other values (876) | 1423 |
| Value | Count | Frequency (%) |
| -1.736575697 | 1 | 0.1% |
| -1.734096594 | 1 | 0.1% |
| -1.731617492 | 1 | 0.1% |
| -1.72913839 | 1 | 0.1% |
| -1.726659288 | 1 | 0.1% |
| -1.724180186 | 1 | 0.1% |
| -1.719221981 | 1 | 0.1% |
| -1.714263777 | 3 | |
| -1.704347368 | 1 | 0.1% |
| -1.701868265 | 2 |
| Value | Count | Frequency (%) |
| 1.726730119 | 1 | 0.1% |
| 1.724251017 | 1 | 0.1% |
| 1.719292813 | 2 | |
| 1.71681371 | 3 | |
| 1.709376404 | 1 | 0.1% |
| 1.704418199 | 4 | |
| 1.699459995 | 1 | 0.1% |
| 1.692022688 | 3 | |
| 1.684585381 | 1 | 0.1% |
| 1.679627177 | 2 |
DistanceFromHome
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.5919429 × 10-17 |
| Minimum | -1.0109093 |
|---|---|
| Maximum | 2.4441291 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 940 |
| Negative (%) | 63.9% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | -1.0109093 |
|---|---|
| 5-th percentile | -1.0109093 |
| Q1 | -0.88751511 |
| median | -0.27054395 |
| Q3 | 0.59321567 |
| 95-th percentile | 2.0739465 |
| Maximum | 2.4441291 |
| Range | 3.4550385 |
| Interquartile range (IQR) | 1.4807308 |
Descriptive statistics
| Standard deviation | 1.0003403 |
|---|---|
| Coefficient of variation (CV) | 2.1784686 × 1016 |
| Kurtosis | -0.2248334 |
| Mean | 4.5919429 × 10-17 |
| Median Absolute Deviation (MAD) | 0.61697116 |
| Skewness | 0.958118 |
| Sum | 3.907985 × 10-14 |
| Variance | 1.0006807 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| -0.8875151111 | 211 | |
| -1.010909343 | 208 | |
| 0.09963874367 | 86 | 5.9% |
| -0.02375548817 | 85 | 5.8% |
| -0.7641208792 | 84 | 5.7% |
| -0.2705439519 | 84 | 5.7% |
| -0.14714972 | 80 | 5.4% |
| -0.5173324155 | 65 | 4.4% |
| -0.6407266474 | 64 | 4.4% |
| -0.3939381837 | 59 | 4.0% |
| Other values (19) | 444 |
| Value | Count | Frequency (%) |
| -1.010909343 | 208 | |
| -0.8875151111 | 211 | |
| -0.7641208792 | 84 | 5.7% |
| -0.6407266474 | 64 | 4.4% |
| -0.5173324155 | 65 | 4.4% |
| -0.3939381837 | 59 | 4.0% |
| -0.2705439519 | 84 | 5.7% |
| -0.14714972 | 80 | 5.4% |
| -0.02375548817 | 85 | |
| 0.09963874367 | 86 |
| Value | Count | Frequency (%) |
| 2.444129149 | 27 | |
| 2.320734917 | 23 | |
| 2.197340685 | 12 | |
| 2.073946453 | 25 | |
| 1.950552221 | 25 | |
| 1.827157989 | 28 | |
| 1.703763758 | 27 | |
| 1.580369526 | 19 | |
| 1.456975294 | 18 | |
| 1.333581062 | 25 |
Education
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.08504925188071055 | |
|---|---|
| 1.0617867539482457 | |
| -0.8916882501868245 | |
| -1.8684257522543597 | |
| 2.038524256015781 | 48 |
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 18.663946 |
| Min length | 17 |
Characters and Unicode
| Total characters | 27436 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | -0.8916882501868245 |
|---|---|
| 2nd row | -1.8684257522543597 |
| 3rd row | -0.8916882501868245 |
| 4th row | 1.0617867539482457 |
| 5th row | -1.8684257522543597 |
Common Values
| Value | Count | Frequency (%) |
| 0.08504925188071055 | 572 | |
| 1.0617867539482457 | 398 | |
| -0.8916882501868245 | 282 | |
| -1.8684257522543597 | 170 | 11.6% |
| 2.038524256015781 | 48 | 3.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.08504925188071055 | 572 | |
| 1.0617867539482457 | 398 | |
| 0.8916882501868245 | 282 | |
| 1.8684257522543597 | 170 | 11.6% |
| 2.038524256015781 | 48 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 4472 | |
| 8 | 4358 | |
| 0 | 3918 | |
| 1 | 2770 | |
| 2 | 2188 | |
| 7 | 2154 | |
| 4 | 2038 | |
| 6 | 1578 | 5.8% |
| . | 1470 | 5.4% |
| 9 | 1422 | 5.2% |
| Other values (2) | 1068 | 3.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25514 | |
| Other Punctuation | 1470 | 5.4% |
| Dash Punctuation | 452 | 1.6% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 4472 | |
| 8 | 4358 | |
| 0 | 3918 | |
| 1 | 2770 | |
| 2 | 2188 | |
| 7 | 2154 | |
| 4 | 2038 | |
| 6 | 1578 | 6.2% |
| 9 | 1422 | 5.6% |
| 3 | 616 | 2.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 452 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 27436 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 5 | 4472 | |
| 8 | 4358 | |
| 0 | 3918 | |
| 1 | 2770 | |
| 2 | 2188 | |
| 7 | 2154 | |
| 4 | 2038 | |
| 6 | 1578 | 5.8% |
| . | 1470 | 5.4% |
| 9 | 1422 | 5.2% |
| Other values (2) | 1068 | 3.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 27436 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 5 | 4472 | |
| 8 | 4358 | |
| 0 | 3918 | |
| 1 | 2770 | |
| 2 | 2188 | |
| 7 | 2154 | |
| 4 | 2038 | |
| 6 | 1578 | 5.8% |
| . | 1470 | 5.4% |
| 9 | 1422 | 5.2% |
| Other values (2) | 1068 | 3.9% |
EnvironmentSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.2546249253678617 | |
|---|---|
| 1.1697805251007627 | |
| -0.6605306743650393 | |
| -1.5756862740979403 |
Length
| Max length | 19 |
|---|---|
| Median length | 18 |
| Mean length | 18.388435 |
| Min length | 18 |
Characters and Unicode
| Total characters | 27031 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | -0.6605306743650393 |
|---|---|
| 2nd row | 0.2546249253678617 |
| 3rd row | 1.1697805251007627 |
| 4th row | 1.1697805251007627 |
| 5th row | -1.5756862740979403 |
Common Values
| Value | Count | Frequency (%) |
| 0.2546249253678617 | 453 | |
| 1.1697805251007627 | 446 | |
| -0.6605306743650393 | 287 | |
| -1.5756862740979403 | 284 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.2546249253678617 | 453 | |
| 1.1697805251007627 | 446 | |
| 0.6605306743650393 | 287 | |
| 1.5756862740979403 | 284 |
Most occurring characters
| Value | Count | Frequency (%) |
| 6 | 3967 | |
| 0 | 3507 | |
| 7 | 3383 | |
| 5 | 2940 | |
| 2 | 2535 | |
| 1 | 2075 | |
| 3 | 1885 | |
| 4 | 1761 | |
| 9 | 1754 | |
| . | 1470 | 5.4% |
| Other values (2) | 1754 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 24990 | |
| Other Punctuation | 1470 | 5.4% |
| Dash Punctuation | 571 | 2.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 6 | 3967 | |
| 0 | 3507 | |
| 7 | 3383 | |
| 5 | 2940 | |
| 2 | 2535 | |
| 1 | 2075 | |
| 3 | 1885 | |
| 4 | 1761 | |
| 9 | 1754 | |
| 8 | 1183 | 4.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 571 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 27031 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 6 | 3967 | |
| 0 | 3507 | |
| 7 | 3383 | |
| 5 | 2940 | |
| 2 | 2535 | |
| 1 | 2075 | |
| 3 | 1885 | |
| 4 | 1761 | |
| 9 | 1754 | |
| . | 1470 | 5.4% |
| Other values (2) | 1754 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 27031 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 6 | 3967 | |
| 0 | 3507 | |
| 7 | 3383 | |
| 5 | 2940 | |
| 2 | 2535 | |
| 1 | 2075 | |
| 3 | 1885 | |
| 4 | 1761 | |
| 9 | 1754 | |
| . | 1470 | 5.4% |
| Other values (2) | 1754 |
JobInvolvement
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.3796721288811475 | |
|---|---|
| -1.0261667362455194 | |
| 1.7855109940078144 | |
| -2.432005601372186 | 83 |
Length
| Max length | 19 |
|---|---|
| Median length | 18 |
| Mean length | 18.255102 |
| Min length | 18 |
Characters and Unicode
| Total characters | 26835 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.3796721288811475 |
|---|---|
| 2nd row | -1.0261667362455194 |
| 3rd row | -1.0261667362455194 |
| 4th row | 0.3796721288811475 |
| 5th row | 0.3796721288811475 |
Common Values
| Value | Count | Frequency (%) |
| 0.3796721288811475 | 868 | |
| -1.0261667362455194 | 375 | |
| 1.7855109940078144 | 144 | 9.8% |
| -2.432005601372186 | 83 | 5.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.3796721288811475 | 868 | |
| 1.0261667362455194 | 375 | |
| 1.7855109940078144 | 144 | 9.8% |
| 2.432005601372186 | 83 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4327 | |
| 7 | 3350 | |
| 8 | 2975 | |
| 2 | 2735 | |
| 6 | 2534 | |
| 4 | 2133 | |
| 5 | 1989 | |
| 0 | 1924 | |
| 9 | 1531 | 5.7% |
| . | 1470 | 5.5% |
| Other values (2) | 1867 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 24907 | |
| Other Punctuation | 1470 | 5.5% |
| Dash Punctuation | 458 | 1.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 4327 | |
| 7 | 3350 | |
| 8 | 2975 | |
| 2 | 2735 | |
| 6 | 2534 | |
| 4 | 2133 | |
| 5 | 1989 | |
| 0 | 1924 | |
| 9 | 1531 | 6.1% |
| 3 | 1409 | 5.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 458 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26835 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 4327 | |
| 7 | 3350 | |
| 8 | 2975 | |
| 2 | 2735 | |
| 6 | 2534 | |
| 4 | 2133 | |
| 5 | 1989 | |
| 0 | 1924 | |
| 9 | 1531 | 5.7% |
| . | 1470 | 5.5% |
| Other values (2) | 1867 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26835 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 4327 | |
| 7 | 3350 | |
| 8 | 2975 | |
| 2 | 2735 | |
| 6 | 2534 | |
| 4 | 2133 | |
| 5 | 1989 | |
| 0 | 1924 | |
| 9 | 1531 | 5.7% |
| . | 1470 | 5.5% |
| Other values (2) | 1867 |
JobLevel
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| -0.9614863916702531 | |
|---|---|
| -0.05778754527941421 | |
| 0.8459113011114247 | |
| 1.7496101475022634 | |
| 2.6533089938931025 |
Length
| Max length | 20 |
|---|---|
| Median length | 19 |
| Mean length | 19.095918 |
| Min length | 18 |
Characters and Unicode
| Total characters | 28071 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | -0.05778754527941421 |
|---|---|
| 2nd row | -0.05778754527941421 |
| 3rd row | -0.9614863916702531 |
| 4th row | -0.9614863916702531 |
| 5th row | -0.9614863916702531 |
Common Values
| Value | Count | Frequency (%) |
| -0.9614863916702531 | 543 | |
| -0.05778754527941421 | 534 | |
| 0.8459113011114247 | 218 | |
| 1.7496101475022634 | 106 | 7.2% |
| 2.6533089938931025 | 69 | 4.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.9614863916702531 | 543 | |
| 0.05778754527941421 | 534 | |
| 0.8459113011114247 | 218 | |
| 1.7496101475022634 | 106 | 7.2% |
| 2.6533089938931025 | 69 | 4.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4392 | |
| 4 | 3117 | |
| 7 | 3109 | |
| 0 | 2940 | |
| 5 | 2607 | |
| 2 | 2179 | |
| 9 | 2151 | |
| 6 | 1910 | |
| 3 | 1686 | 6.0% |
| . | 1470 | 5.2% |
| Other values (2) | 2510 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25524 | |
| Other Punctuation | 1470 | 5.2% |
| Dash Punctuation | 1077 | 3.8% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 4392 | |
| 4 | 3117 | |
| 7 | 3109 | |
| 0 | 2940 | |
| 5 | 2607 | |
| 2 | 2179 | |
| 9 | 2151 | |
| 6 | 1910 | |
| 3 | 1686 | 6.6% |
| 8 | 1433 | 5.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1077 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 28071 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 4392 | |
| 4 | 3117 | |
| 7 | 3109 | |
| 0 | 2940 | |
| 5 | 2607 | |
| 2 | 2179 | |
| 9 | 2151 | |
| 6 | 1910 | |
| 3 | 1686 | 6.0% |
| . | 1470 | 5.2% |
| Other values (2) | 2510 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 28071 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 4392 | |
| 4 | 3117 | |
| 7 | 3109 | |
| 0 | 2940 | |
| 5 | 2607 | |
| 2 | 2179 | |
| 9 | 2151 | |
| 6 | 1910 | |
| 3 | 1686 | 6.0% |
| . | 1470 | 5.2% |
| Other values (2) | 2510 |
JobSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 1.1532535902386967 | |
|---|---|
| 0.24620020465769926 | |
| -1.5679065665042957 | |
| -0.6608531809232983 |
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 18.687755 |
| Min length | 18 |
Characters and Unicode
| Total characters | 27471 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.1532535902386967 |
|---|---|
| 2nd row | -0.6608531809232983 |
| 3rd row | 0.24620020465769926 |
| 4th row | 0.24620020465769926 |
| 5th row | -0.6608531809232983 |
Common Values
| Value | Count | Frequency (%) |
| 1.1532535902386967 | 459 | |
| 0.24620020465769926 | 442 | |
| -1.5679065665042957 | 289 | |
| -0.6608531809232983 | 280 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.1532535902386967 | 459 | |
| 0.24620020465769926 | 442 | |
| 1.5679065665042957 | 289 | |
| 0.6608531809232983 | 280 |
Most occurring characters
| Value | Count | Frequency (%) |
| 6 | 4402 | |
| 0 | 3645 | |
| 2 | 3535 | |
| 5 | 3255 | |
| 9 | 2940 | |
| 3 | 2217 | |
| 1 | 1487 | 5.4% |
| 7 | 1479 | 5.4% |
| . | 1470 | 5.4% |
| 8 | 1299 | 4.7% |
| Other values (2) | 1742 | 6.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25432 | |
| Other Punctuation | 1470 | 5.4% |
| Dash Punctuation | 569 | 2.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 6 | 4402 | |
| 0 | 3645 | |
| 2 | 3535 | |
| 5 | 3255 | |
| 9 | 2940 | |
| 3 | 2217 | |
| 1 | 1487 | 5.8% |
| 7 | 1479 | 5.8% |
| 8 | 1299 | 5.1% |
| 4 | 1173 | 4.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 569 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 27471 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 6 | 4402 | |
| 0 | 3645 | |
| 2 | 3535 | |
| 5 | 3255 | |
| 9 | 2940 | |
| 3 | 2217 | |
| 1 | 1487 | 5.4% |
| 7 | 1479 | 5.4% |
| . | 1470 | 5.4% |
| 8 | 1299 | 4.7% |
| Other values (2) | 1742 | 6.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 27471 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 6 | 4402 | |
| 0 | 3645 | |
| 2 | 3535 | |
| 5 | 3255 | |
| 9 | 2940 | |
| 3 | 2217 | |
| 1 | 1487 | 5.4% |
| 7 | 1479 | 5.4% |
| . | 1470 | 5.4% |
| 8 | 1299 | 4.7% |
| Other values (2) | 1742 | 6.3% |
MonthlyIncome
Real number (ℝ)
| Distinct | 1349 |
|---|---|
| Distinct (%) | 91.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4.3502616 × 10-17 |
| Minimum | -1.1673431 |
|---|---|
| Maximum | 2.8676265 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 977 |
| Negative (%) | 66.5% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | -1.1673431 |
|---|---|
| 5-th percentile | -0.93597511 |
| Q1 | -0.76320872 |
| median | -0.33655159 |
| Q3 | 0.39862455 |
| 95-th percentile | 2.4049223 |
| Maximum | 2.8676265 |
| Range | 4.0349696 |
| Interquartile range (IQR) | 1.1618333 |
Descriptive statistics
| Standard deviation | 1.0003403 |
|---|---|
| Coefficient of variation (CV) | -2.2994946 × 1016 |
| Kurtosis | 1.0052327 |
| Mean | -4.3502616 × 10-17 |
| Median Absolute Deviation (MAD) | 0.46724056 |
| Skewness | 1.3698167 |
| Sum | -6.4170891 × 10-14 |
| Variance | 1.0006807 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.884109071 | 4 | 0.3% |
| -0.0766901944 | 3 | 0.2% |
| -0.7993300889 | 3 | 0.2% |
| -0.8380012036 | 3 | 0.2% |
| -0.8271647923 | 3 | 0.2% |
| -0.860948898 | 3 | 0.2% |
| -0.1999278124 | 3 | 0.2% |
| -0.6482577676 | 3 | 0.2% |
| -0.8760348822 | 3 | 0.2% |
| -0.0331320708 | 3 | 0.2% |
| Other values (1339) | 1439 |
| Value | Count | Frequency (%) |
| -1.167343114 | 1 | |
| -1.15841901 | 1 | |
| -1.158206532 | 1 | |
| -1.152044651 | 1 | |
| -1.149919864 | 1 | |
| -1.147582599 | 1 | |
| -1.144182941 | 1 | |
| -1.141845676 | 1 | |
| -1.126759691 | 1 | |
| -1.121872682 | 1 |
| Value | Count | Frequency (%) |
| 2.867626483 | 1 | |
| 2.862102038 | 1 | |
| 2.855727678 | 1 | |
| 2.852115541 | 1 | |
| 2.837879471 | 1 | |
| 2.835329728 | 1 | |
| 2.83490477 | 1 | |
| 2.832355026 | 1 | |
| 2.812594512 | 1 | |
| 2.807707503 | 1 |
NumCompaniesWorked
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.8668992 × 10-17 |
| Minimum | -1.0785044 |
|---|---|
| Maximum | 2.525591 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 864 |
| Negative (%) | 58.8% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | -1.0785044 |
|---|---|
| 5-th percentile | -1.0785044 |
| Q1 | -0.67804939 |
| median | -0.27759435 |
| Q3 | 0.52331574 |
| 95-th percentile | 2.1251359 |
| Maximum | 2.525591 |
| Range | 3.6040954 |
| Interquartile range (IQR) | 1.2013651 |
Descriptive statistics
| Standard deviation | 1.0003403 |
|---|---|
| Coefficient of variation (CV) | 2.5869314 × 1016 |
| Kurtosis | 0.010213817 |
| Mean | 3.8668992 × 10-17 |
| Median Absolute Deviation (MAD) | 0.40045505 |
| Skewness | 1.0264711 |
| Sum | 5.6843419 × 10-14 |
| Variance | 1.0006807 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| -0.678049393 | 521 | |
| -1.078504438 | 197 | 13.4% |
| 0.1228606976 | 159 | 10.8% |
| -0.2775943477 | 146 | 9.9% |
| 0.5233157429 | 139 | 9.5% |
| 1.724680879 | 74 | 5.0% |
| 1.324225833 | 70 | 4.8% |
| 0.9237707882 | 63 | 4.3% |
| 2.525590969 | 52 | 3.5% |
| 2.125135924 | 49 | 3.3% |
| Value | Count | Frequency (%) |
| -1.078504438 | 197 | 13.4% |
| -0.678049393 | 521 | |
| -0.2775943477 | 146 | 9.9% |
| 0.1228606976 | 159 | 10.8% |
| 0.5233157429 | 139 | 9.5% |
| 0.9237707882 | 63 | 4.3% |
| 1.324225833 | 70 | 4.8% |
| 1.724680879 | 74 | 5.0% |
| 2.125135924 | 49 | 3.3% |
| 2.525590969 | 52 | 3.5% |
| Value | Count | Frequency (%) |
| 2.525590969 | 52 | 3.5% |
| 2.125135924 | 49 | 3.3% |
| 1.724680879 | 74 | 5.0% |
| 1.324225833 | 70 | 4.8% |
| 0.9237707882 | 63 | 4.3% |
| 0.5233157429 | 139 | 9.5% |
| 0.1228606976 | 159 | 10.8% |
| -0.2775943477 | 146 | 9.9% |
| -0.678049393 | 521 | |
| -1.078504438 | 197 | 13.4% |
PercentSalaryHike
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9485107 × 10-16 |
| Minimum | -1.1505541 |
|---|---|
| Maximum | 2.6759494 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 919 |
| Negative (%) | 62.5% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | -1.1505541 |
|---|---|
| 5-th percentile | -1.1505541 |
| Q1 | -0.87723243 |
| median | -0.33058907 |
| Q3 | 0.76269763 |
| 95-th percentile | 1.8559843 |
| Maximum | 2.6759494 |
| Range | 3.8265035 |
| Interquartile range (IQR) | 1.6399301 |
Descriptive statistics
| Standard deviation | 1.0003403 |
|---|---|
| Coefficient of variation (CV) | 3.3926969 × 1015 |
| Kurtosis | -0.30059822 |
| Mean | 2.9485107 × 10-16 |
| Median Absolute Deviation (MAD) | 0.54664335 |
| Skewness | 0.82112798 |
| Sum | 4.3343107 × 10-13 |
| Variance | 1.0006807 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| -1.150554102 | 210 | |
| -0.6039107501 | 209 | |
| -0.3305890744 | 201 | |
| -0.8772324259 | 198 | |
| -0.05726739872 | 101 | |
| 0.7626976284 | 89 | |
| 0.4893759527 | 82 | 5.6% |
| 0.216054277 | 78 | 5.3% |
| 1.036019304 | 76 | 5.2% |
| 1.855984331 | 56 | 3.8% |
| Other values (5) | 170 |
| Value | Count | Frequency (%) |
| -1.150554102 | 210 | |
| -0.8772324259 | 198 | |
| -0.6039107501 | 209 | |
| -0.3305890744 | 201 | |
| -0.05726739872 | 101 | |
| 0.216054277 | 78 | 5.3% |
| 0.4893759527 | 82 | 5.6% |
| 0.7626976284 | 89 | |
| 1.036019304 | 76 | 5.2% |
| 1.30934098 | 55 | 3.7% |
| Value | Count | Frequency (%) |
| 2.675949358 | 18 | 1.2% |
| 2.402627683 | 21 | 1.4% |
| 2.129306007 | 28 | 1.9% |
| 1.855984331 | 56 | |
| 1.582662656 | 48 | |
| 1.30934098 | 55 | |
| 1.036019304 | 76 | |
| 0.7626976284 | 89 | |
| 0.4893759527 | 82 | |
| 0.216054277 | 78 |
RelationshipSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.26623257679518353 | |
|---|---|
| 1.1914379855160337 | |
| -0.6589728319256667 | |
| -1.584178240646517 |
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 18.518367 |
| Min length | 18 |
Characters and Unicode
| Total characters | 27222 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | -1.584178240646517 |
|---|---|
| 2nd row | 1.1914379855160337 |
| 3rd row | -0.6589728319256667 |
| 4th row | 0.26623257679518353 |
| 5th row | 1.1914379855160337 |
Common Values
| Value | Count | Frequency (%) |
| 0.26623257679518353 | 459 | |
| 1.1914379855160337 | 432 | |
| -0.6589728319256667 | 303 | |
| -1.584178240646517 | 276 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.26623257679518353 | 459 | |
| 1.1914379855160337 | 432 | |
| 0.6589728319256667 | 303 | |
| 1.584178240646517 | 276 |
Most occurring characters
| Value | Count | Frequency (%) |
| 6 | 3573 | |
| 5 | 3399 | |
| 1 | 3318 | |
| 3 | 2976 | |
| 7 | 2940 | |
| 2 | 2259 | |
| 8 | 2049 | |
| 9 | 1929 | |
| 0 | 1470 | |
| . | 1470 | |
| Other values (2) | 1839 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25173 | |
| Other Punctuation | 1470 | 5.4% |
| Dash Punctuation | 579 | 2.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 6 | 3573 | |
| 5 | 3399 | |
| 1 | 3318 | |
| 3 | 2976 | |
| 7 | 2940 | |
| 2 | 2259 | |
| 8 | 2049 | |
| 9 | 1929 | |
| 0 | 1470 | |
| 4 | 1260 | 5.0% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 579 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 27222 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 6 | 3573 | |
| 5 | 3399 | |
| 1 | 3318 | |
| 3 | 2976 | |
| 7 | 2940 | |
| 2 | 2259 | |
| 8 | 2049 | |
| 9 | 1929 | |
| 0 | 1470 | |
| . | 1470 | |
| Other values (2) | 1839 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 27222 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 6 | 3573 | |
| 5 | 3399 | |
| 1 | 3318 | |
| 3 | 2976 | |
| 7 | 2940 | |
| 2 | 2259 | |
| 8 | 2049 | |
| 9 | 1929 | |
| 0 | 1470 | |
| . | 1470 | |
| Other values (2) | 1839 |
StockOptionLevel
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| -0.9320143892374165 | |
|---|---|
| 0.24198831185855807 | |
| 1.4159910129545328 | |
| 2.5899937140505074 |
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 18.834694 |
| Min length | 18 |
Characters and Unicode
| Total characters | 27687 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | -0.9320143892374165 |
|---|---|
| 2nd row | 0.24198831185855807 |
| 3rd row | -0.9320143892374165 |
| 4th row | -0.9320143892374165 |
| 5th row | 0.24198831185855807 |
Common Values
| Value | Count | Frequency (%) |
| -0.9320143892374165 | 631 | |
| 0.24198831185855807 | 596 | |
| 1.4159910129545328 | 158 | 10.7% |
| 2.5899937140505074 | 85 | 5.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.9320143892374165 | 631 | |
| 0.24198831185855807 | 596 | |
| 1.4159910129545328 | 158 | 10.7% |
| 2.5899937140505074 | 85 | 5.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 8 | 3854 | |
| 1 | 3767 | |
| 5 | 3148 | |
| 0 | 2867 | |
| 3 | 2732 | |
| 9 | 2587 | |
| 4 | 2344 | |
| 2 | 2259 | |
| . | 1470 | 5.3% |
| 7 | 1397 | 5.0% |
| Other values (2) | 1262 | 4.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25586 | |
| Other Punctuation | 1470 | 5.3% |
| Dash Punctuation | 631 | 2.3% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 8 | 3854 | |
| 1 | 3767 | |
| 5 | 3148 | |
| 0 | 2867 | |
| 3 | 2732 | |
| 9 | 2587 | |
| 4 | 2344 | |
| 2 | 2259 | |
| 7 | 1397 | 5.5% |
| 6 | 631 | 2.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 631 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 27687 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 8 | 3854 | |
| 1 | 3767 | |
| 5 | 3148 | |
| 0 | 2867 | |
| 3 | 2732 | |
| 9 | 2587 | |
| 4 | 2344 | |
| 2 | 2259 | |
| . | 1470 | 5.3% |
| 7 | 1397 | 5.0% |
| Other values (2) | 1262 | 4.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 27687 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 8 | 3854 | |
| 1 | 3767 | |
| 5 | 3148 | |
| 0 | 2867 | |
| 3 | 2732 | |
| 9 | 2587 | |
| 4 | 2344 | |
| 2 | 2259 | |
| . | 1470 | 5.3% |
| 7 | 1397 | 5.0% |
| Other values (2) | 1262 | 4.6% |
TotalWorkingYears
Real number (ℝ)
| Distinct | 40 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.9334496 × 10-17 |
| Minimum | -1.4501667 |
|---|---|
| Maximum | 3.6924545 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 959 |
| Negative (%) | 65.2% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | -1.4501667 |
|---|---|
| 5-th percentile | -1.3216012 |
| Q1 | -0.67877352 |
| median | -0.1645114 |
| Q3 | 0.47831624 |
| 95-th percentile | 2.1496681 |
| Maximum | 3.6924545 |
| Range | 5.1426211 |
| Interquartile range (IQR) | 1.1570898 |
Descriptive statistics
| Standard deviation | 1.0003403 |
|---|---|
| Coefficient of variation (CV) | -5.1738628 × 1016 |
| Kurtosis | 0.91826954 |
| Mean | -1.9334496 × 10-17 |
| Median Absolute Deviation (MAD) | 0.51426211 |
| Skewness | 1.1171719 |
| Sum | -1.4210855 × 10-14 |
| Variance | 1.0006807 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| -0.164511401 | 202 | 13.7% |
| -0.6787735157 | 125 | 8.5% |
| -0.4216424584 | 103 | 7.0% |
| -0.2930769297 | 96 | 6.5% |
| -0.8073390444 | 88 | 6.0% |
| -0.550207987 | 81 | 5.5% |
| -1.321601159 | 81 | 5.5% |
| -0.9359045731 | 63 | 4.3% |
| 0.09261965638 | 48 | 3.3% |
| -1.064470102 | 42 | 2.9% |
| Other values (30) | 541 |
| Value | Count | Frequency (%) |
| -1.450166688 | 11 | 0.7% |
| -1.321601159 | 81 | |
| -1.19303563 | 31 | 2.1% |
| -1.064470102 | 42 | 2.9% |
| -0.9359045731 | 63 | |
| -0.8073390444 | 88 | |
| -0.6787735157 | 125 | |
| -0.550207987 | 81 | |
| -0.4216424584 | 103 | |
| -0.2930769297 | 96 |
| Value | Count | Frequency (%) |
| 3.69245446 | 2 | 0.1% |
| 3.435323402 | 1 | 0.1% |
| 3.306757873 | 4 | |
| 3.178192345 | 6 | |
| 3.049626816 | 3 | 0.2% |
| 2.921061287 | 5 | |
| 2.792495759 | 7 | |
| 2.66393023 | 9 | |
| 2.535364701 | 9 | |
| 2.406799173 | 7 |
TrainingTimesLastYear
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.7005233 × 10-17 |
| Minimum | -2.1719818 |
|---|---|
| Maximum | 2.483396 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 672 |
| Negative (%) | 45.7% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | -2.1719818 |
|---|---|
| 5-th percentile | -1.3960855 |
| Q1 | -0.62018922 |
| median | 0.15570708 |
| Q3 | 0.15570708 |
| 95-th percentile | 1.7074997 |
| Maximum | 2.483396 |
| Range | 4.6553778 |
| Interquartile range (IQR) | 0.7758963 |
Descriptive statistics
| Standard deviation | 1.0003403 |
|---|---|
| Coefficient of variation (CV) | 1.1497473 × 1016 |
| Kurtosis | 0.49499299 |
| Mean | 8.7005233 × 10-17 |
| Median Absolute Deviation (MAD) | 0.7758963 |
| Skewness | 0.55312417 |
| Sum | 1.2789769 × 10-13 |
| Variance | 1.0006807 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| -0.6201892227 | 547 | |
| 0.1557070814 | 491 | |
| 0.9316033856 | 123 | 8.4% |
| 1.70749969 | 119 | 8.1% |
| -1.396085527 | 71 | 4.8% |
| 2.483395994 | 65 | 4.4% |
| -2.171981831 | 54 | 3.7% |
| Value | Count | Frequency (%) |
| -2.171981831 | 54 | 3.7% |
| -1.396085527 | 71 | 4.8% |
| -0.6201892227 | 547 | |
| 0.1557070814 | 491 | |
| 0.9316033856 | 123 | 8.4% |
| 1.70749969 | 119 | 8.1% |
| 2.483395994 | 65 | 4.4% |
| Value | Count | Frequency (%) |
| 2.483395994 | 65 | 4.4% |
| 1.70749969 | 119 | 8.1% |
| 0.9316033856 | 123 | 8.4% |
| 0.1557070814 | 491 | |
| -0.6201892227 | 547 | |
| -1.396085527 | 71 | 4.8% |
| -2.171981831 | 54 | 3.7% |
WorkLifeBalance
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.33809616377248186 | |
|---|---|
| -1.0778621289498782 | |
| 1.754054456494842 | |
| -2.4938204216722384 | 80 |
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 18.791837 |
| Min length | 17 |
Characters and Unicode
| Total characters | 27624 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | -2.4938204216722384 |
|---|---|
| 2nd row | 0.33809616377248186 |
| 3rd row | 0.33809616377248186 |
| 4th row | 0.33809616377248186 |
| 5th row | 0.33809616377248186 |
Common Values
| Value | Count | Frequency (%) |
| 0.33809616377248186 | 893 | |
| -1.0778621289498782 | 344 | 23.4% |
| 1.754054456494842 | 153 | 10.4% |
| -2.4938204216722384 | 80 | 5.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.33809616377248186 | 893 | |
| 1.0778621289498782 | 344 | 23.4% |
| 1.754054456494842 | 153 | 10.4% |
| 2.4938204216722384 | 80 | 5.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 8 | 4368 | |
| 6 | 3256 | |
| 7 | 3051 | |
| 3 | 2839 | |
| 1 | 2707 | |
| 2 | 2478 | |
| 4 | 2395 | |
| 0 | 2363 | |
| 9 | 1814 | |
| . | 1470 | 5.3% |
| Other values (2) | 883 | 3.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25730 | |
| Other Punctuation | 1470 | 5.3% |
| Dash Punctuation | 424 | 1.5% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 8 | 4368 | |
| 6 | 3256 | |
| 7 | 3051 | |
| 3 | 2839 | |
| 1 | 2707 | |
| 2 | 2478 | |
| 4 | 2395 | |
| 0 | 2363 | |
| 9 | 1814 | |
| 5 | 459 | 1.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 424 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 27624 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 8 | 4368 | |
| 6 | 3256 | |
| 7 | 3051 | |
| 3 | 2839 | |
| 1 | 2707 | |
| 2 | 2478 | |
| 4 | 2395 | |
| 0 | 2363 | |
| 9 | 1814 | |
| . | 1470 | 5.3% |
| Other values (2) | 883 | 3.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 27624 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 8 | 4368 | |
| 6 | 3256 | |
| 7 | 3051 | |
| 3 | 2839 | |
| 1 | 2707 | |
| 2 | 2478 | |
| 4 | 2395 | |
| 0 | 2363 | |
| 9 | 1814 | |
| . | 1470 | 5.3% |
| Other values (2) | 883 | 3.2% |
YearsAtCompany
Real number (ℝ)
| Distinct | 37 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -8.2775812 × 10-17 |
| Minimum | -1.1442944 |
|---|---|
| Maximum | 5.386914 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 942 |
| Negative (%) | 64.1% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | -1.1442944 |
|---|---|
| 5-th percentile | -0.98101416 |
| Q1 | -0.65445374 |
| median | -0.32789332 |
| Q3 | 0.32522752 |
| 95-th percentile | 2.1213098 |
| Maximum | 5.386914 |
| Range | 6.5312084 |
| Interquartile range (IQR) | 0.97968126 |
Descriptive statistics
| Standard deviation | 1.0003403 |
|---|---|
| Coefficient of variation (CV) | -1.2084935 × 1016 |
| Kurtosis | 3.9355088 |
| Mean | -8.2775812 × 10-17 |
| Median Absolute Deviation (MAD) | 0.48984063 |
| Skewness | 1.7645295 |
| Sum | -9.3258734 × 10-14 |
| Variance | 1.0006807 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) |
| -0.3278933184 | 196 | |
| -0.981014156 | 171 | |
| -0.6544537372 | 128 | |
| -0.8177339466 | 127 | |
| 0.4885077285 | 120 | |
| -0.4911735278 | 110 | 7.5% |
| -0.001332899668 | 90 | 6.1% |
| 0.3252275191 | 82 | 5.6% |
| 0.1619473097 | 80 | 5.4% |
| -0.1646131091 | 76 | 5.2% |
| Other values (27) | 290 |
| Value | Count | Frequency (%) |
| -1.144294365 | 44 | 3.0% |
| -0.981014156 | 171 | |
| -0.8177339466 | 127 | |
| -0.6544537372 | 128 | |
| -0.4911735278 | 110 | |
| -0.3278933184 | 196 | |
| -0.1646131091 | 76 | 5.2% |
| -0.001332899668 | 90 | |
| 0.1619473097 | 80 | |
| 0.3252275191 | 82 |
| Value | Count | Frequency (%) |
| 5.38691401 | 1 | 0.1% |
| 4.897073382 | 1 | 0.1% |
| 4.733793173 | 2 | 0.1% |
| 4.407232754 | 1 | 0.1% |
| 4.243952544 | 5 | |
| 4.080672335 | 3 | |
| 3.917392126 | 3 | |
| 3.754111916 | 1 | 0.1% |
| 3.590831707 | 2 | 0.1% |
| 3.264271288 | 2 | 0.1% |
YearsInCurrentRole
Real number (ℝ)
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.1234654 × 10-17 |
| Minimum | -1.1676873 |
|---|---|
| Maximum | 3.8020739 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 912 |
| Negative (%) | 62.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | -1.1676873 |
|---|---|
| 5-th percentile | -1.1676873 |
| Q1 | -0.61549158 |
| median | -0.33939374 |
| Q3 | 0.76499762 |
| 95-th percentile | 1.869389 |
| Maximum | 3.8020739 |
| Range | 4.9697611 |
| Interquartile range (IQR) | 1.3804892 |
Descriptive statistics
| Standard deviation | 1.0003403 |
|---|---|
| Coefficient of variation (CV) | 1.0964477 × 1016 |
| Kurtosis | 0.47742077 |
| Mean | 9.1234654 × 10-17 |
| Median Absolute Deviation (MAD) | 0.82829352 |
| Skewness | 0.91736316 |
| Sum | 1.3411494 × 10-13 |
| Variance | 1.0006807 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| -0.6154915796 | 372 | |
| -1.16768726 | 244 | |
| 0.7649976209 | 222 | |
| -0.3393937395 | 135 | 9.2% |
| -0.0632958994 | 104 | 7.1% |
| 1.041095461 | 89 | 6.1% |
| 1.317193301 | 67 | 4.6% |
| -0.8915894197 | 57 | 3.9% |
| 0.4888997808 | 37 | 2.5% |
| 0.2128019407 | 36 | 2.4% |
| Other values (9) | 107 | 7.3% |
| Value | Count | Frequency (%) |
| -1.16768726 | 244 | |
| -0.8915894197 | 57 | 3.9% |
| -0.6154915796 | 372 | |
| -0.3393937395 | 135 | 9.2% |
| -0.0632958994 | 104 | 7.1% |
| 0.2128019407 | 36 | 2.4% |
| 0.4888997808 | 37 | 2.5% |
| 0.7649976209 | 222 | |
| 1.041095461 | 89 | 6.1% |
| 1.317193301 | 67 | 4.6% |
| Value | Count | Frequency (%) |
| 3.802073862 | 2 | 0.1% |
| 3.525976022 | 4 | 0.3% |
| 3.249878182 | 7 | 0.5% |
| 2.973780342 | 8 | 0.5% |
| 2.697682502 | 11 | 0.7% |
| 2.421584662 | 14 | 1.0% |
| 2.145486821 | 10 | 0.7% |
| 1.869388981 | 22 | 1.5% |
| 1.593291141 | 29 | |
| 1.317193301 | 67 |
YearsSinceLastPromotion
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0 |
| Minimum | -0.67914568 |
|---|---|
| Maximum | 3.9773103 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1097 |
| Negative (%) | 74.6% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | -0.67914568 |
|---|---|
| 5-th percentile | -0.67914568 |
| Q1 | -0.67914568 |
| median | -0.36871529 |
| Q3 | 0.25214551 |
| 95-th percentile | 2.1147279 |
| Maximum | 3.9773103 |
| Range | 4.6564559 |
| Interquartile range (IQR) | 0.93129119 |
Descriptive statistics
| Standard deviation | 1.0003403 |
|---|---|
| Coefficient of variation (CV) | nan |
| Kurtosis | 3.6126731 |
| Mean | 0 |
| Median Absolute Deviation (MAD) | 0.3104304 |
| Skewness | 1.98429 |
| Sum | -5.6843419 × 10-14 |
| Variance | 1.0006807 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| -0.6791456841 | 581 | |
| -0.3687152874 | 357 | |
| -0.0582848908 | 159 | 10.8% |
| 1.493867092 | 76 | 5.2% |
| 0.5625759025 | 61 | 4.1% |
| 0.2521455058 | 52 | 3.5% |
| 0.8730062991 | 45 | 3.1% |
| 1.183436696 | 32 | 2.2% |
| 2.735588679 | 24 | 1.6% |
| 1.804297489 | 18 | 1.2% |
| Other values (6) | 65 | 4.4% |
| Value | Count | Frequency (%) |
| -0.6791456841 | 581 | |
| -0.3687152874 | 357 | |
| -0.0582848908 | 159 | 10.8% |
| 0.2521455058 | 52 | 3.5% |
| 0.5625759025 | 61 | 4.1% |
| 0.8730062991 | 45 | 3.1% |
| 1.183436696 | 32 | 2.2% |
| 1.493867092 | 76 | 5.2% |
| 1.804297489 | 18 | 1.2% |
| 2.114727886 | 17 | 1.2% |
| Value | Count | Frequency (%) |
| 3.977310265 | 13 | 0.9% |
| 3.666879869 | 9 | 0.6% |
| 3.356449472 | 10 | 0.7% |
| 3.046019076 | 10 | 0.7% |
| 2.735588679 | 24 | 1.6% |
| 2.425158282 | 6 | 0.4% |
| 2.114727886 | 17 | 1.2% |
| 1.804297489 | 18 | 1.2% |
| 1.493867092 | 76 | |
| 1.183436696 | 32 |
YearsWithCurrManager
Real number (ℝ)
| Distinct | 18 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -5.2565662 × 10-17 |
| Minimum | -1.1559347 |
|---|---|
| Maximum | 3.6100789 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 923 |
| Negative (%) | 62.8% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | -1.1559347 |
|---|---|
| 5-th percentile | -1.1559347 |
| Q1 | -0.59522723 |
| median | -0.31487349 |
| Q3 | 0.80654148 |
| 95-th percentile | 1.6476027 |
| Maximum | 3.6100789 |
| Range | 4.7660136 |
| Interquartile range (IQR) | 1.4017687 |
Descriptive statistics
| Standard deviation | 1.0003403 |
|---|---|
| Coefficient of variation (CV) | -1.90303 × 1016 |
| Kurtosis | 0.17105808 |
| Mean | -5.2565662 × 10-17 |
| Median Absolute Deviation (MAD) | 0.84106122 |
| Skewness | 0.83345099 |
| Sum | -1.0569323 × 10-13 |
| Variance | 1.0006807 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| -0.5952272283 | 344 | |
| -1.15593471 | 263 | |
| 0.8065414766 | 216 | |
| -0.3148734873 | 142 | |
| 1.086895218 | 107 | 7.3% |
| -0.03451974634 | 98 | 6.7% |
| -0.8755809693 | 76 | 5.2% |
| 1.367248959 | 64 | 4.4% |
| 0.2458339946 | 31 | 2.1% |
| 0.5261877356 | 29 | 2.0% |
| Other values (8) | 100 | 6.8% |
| Value | Count | Frequency (%) |
| -1.15593471 | 263 | |
| -0.8755809693 | 76 | 5.2% |
| -0.5952272283 | 344 | |
| -0.3148734873 | 142 | |
| -0.03451974634 | 98 | 6.7% |
| 0.2458339946 | 31 | 2.1% |
| 0.5261877356 | 29 | 2.0% |
| 0.8065414766 | 216 | |
| 1.086895218 | 107 | 7.3% |
| 1.367248959 | 64 | 4.4% |
| Value | Count | Frequency (%) |
| 3.610078886 | 7 | 0.5% |
| 3.329725145 | 2 | 0.1% |
| 3.049371404 | 5 | 0.3% |
| 2.769017663 | 5 | 0.3% |
| 2.488663922 | 14 | 1.0% |
| 2.208310181 | 18 | 1.2% |
| 1.92795644 | 22 | 1.5% |
| 1.647602699 | 27 | 1.8% |
| 1.367248959 | 64 | |
| 1.086895218 | 107 |
AverageSatisfaction
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -3.8668992 × 10-16 |
| Minimum | -2.7401096 |
|---|---|
| Maximum | 2.0367582 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 823 |
| Negative (%) | 56.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | -2.7401096 |
|---|---|
| 5-th percentile | -1.6785834 |
| Q1 | -0.61705722 |
| median | -0.086294135 |
| Q3 | 0.97523204 |
| 95-th percentile | 1.5059951 |
| Maximum | 2.0367582 |
| Range | 4.7768678 |
| Interquartile range (IQR) | 1.5922893 |
Descriptive statistics
| Standard deviation | 1.0003403 |
|---|---|
| Coefficient of variation (CV) | -2.5869314 × 1015 |
| Kurtosis | -0.35796398 |
| Mean | -3.8668992 × 10-16 |
| Median Absolute Deviation (MAD) | 0.53076309 |
| Skewness | -0.17619688 |
| Sum | -5.6843419 × 10-13 |
| Variance | 1.0006807 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| -0.08629413496 | 290 | |
| 0.4444689545 | 269 | |
| -0.6170572244 | 244 | |
| 0.975232044 | 214 | |
| -1.147820314 | 173 | |
| 1.505995133 | 124 | |
| -1.678583403 | 80 | 5.4% |
| 2.036758223 | 40 | 2.7% |
| -2.209346493 | 20 | 1.4% |
| -2.740109582 | 16 | 1.1% |
| Value | Count | Frequency (%) |
| -2.740109582 | 16 | 1.1% |
| -2.209346493 | 20 | 1.4% |
| -1.678583403 | 80 | 5.4% |
| -1.147820314 | 173 | |
| -0.6170572244 | 244 | |
| -0.08629413496 | 290 | |
| 0.4444689545 | 269 | |
| 0.975232044 | 214 | |
| 1.505995133 | 124 | |
| 2.036758223 | 40 | 2.7% |
| Value | Count | Frequency (%) |
| 2.036758223 | 40 | 2.7% |
| 1.505995133 | 124 | |
| 0.975232044 | 214 | |
| 0.4444689545 | 269 | |
| -0.08629413496 | 290 | |
| -0.6170572244 | 244 | |
| -1.147820314 | 173 | |
| -1.678583403 | 80 | 5.4% |
| -2.209346493 | 20 | 1.4% |
| -2.740109582 | 16 | 1.1% |
SalaryDeviation
Real number (ℝ)
| Distinct | 1362 |
|---|---|
| Distinct (%) | 92.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.2504361 × 10-18 |
| Minimum | -3.5793987 |
|---|---|
| Maximum | 3.4927509 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 805 |
| Negative (%) | 54.8% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | -3.5793987 |
|---|---|
| 5-th percentile | -1.6159366 |
| Q1 | -0.55407852 |
| median | -0.072963283 |
| Q3 | 0.53923595 |
| 95-th percentile | 1.6686327 |
| Maximum | 3.4927509 |
| Range | 7.0721496 |
| Interquartile range (IQR) | 1.0933145 |
Descriptive statistics
| Standard deviation | 1.0003403 |
|---|---|
| Coefficient of variation (CV) | 1.3796968 × 1017 |
| Kurtosis | 1.5717574 |
| Mean | 7.2504361 × 10-18 |
| Median Absolute Deviation (MAD) | 0.54384337 |
| Skewness | 0.444398 |
| Sum | 3.3639758 × 10-14 |
| Variance | 1.0006807 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.3456570438 | 4 | 0.3% |
| 0.6562696573 | 3 | 0.2% |
| -0.260974366 | 3 | 0.2% |
| 0.4970040706 | 3 | 0.2% |
| 0.04639899599 | 3 | 0.2% |
| -0.1770685935 | 3 | 0.2% |
| -0.3161346423 | 3 | 0.2% |
| 0.5167078404 | 3 | 0.2% |
| -0.2974889151 | 3 | 0.2% |
| -0.1374464231 | 3 | 0.2% |
| Other values (1352) | 1439 |
| Value | Count | Frequency (%) |
| -3.57939873 | 1 | |
| -3.446547924 | 1 | |
| -3.418991656 | 1 | |
| -3.308671103 | 1 | |
| -2.84952007 | 1 | |
| -2.698023537 | 1 | |
| -2.688307664 | 1 | |
| -2.65412383 | 1 | |
| -2.617609281 | 1 | |
| -2.590810605 | 1 |
| Value | Count | Frequency (%) |
| 3.492750911 | 1 | |
| 3.479543521 | 1 | |
| 3.460897794 | 1 | |
| 3.444582783 | 1 | |
| 3.435259919 | 1 | |
| 3.422052529 | 1 | |
| 3.380876548 | 1 | |
| 3.357569389 | 1 | |
| 3.280655764 | 1 | |
| 3.272886711 | 1 |
BusinessTravel_Non-Travel
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1320 | |
| 1.0 | 150 | 10.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1320 | |
| 1.0 | 150 | 10.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2790 | |
| . | 1470 | |
| 1 | 150 | 3.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2790 | |
| 1 | 150 | 5.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2790 | |
| . | 1470 | |
| 1 | 150 | 3.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2790 | |
| . | 1470 | |
| 1 | 150 | 3.4% |
BusinessTravel_Travel_Frequently
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1193 | |
| 1.0 | 277 | 18.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1193 | |
| 1.0 | 277 | 18.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2663 | |
| . | 1470 | |
| 1 | 277 | 6.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2663 | |
| 1 | 277 | 9.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2663 | |
| . | 1470 | |
| 1 | 277 | 6.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2663 | |
| . | 1470 | |
| 1 | 277 | 6.3% |
BusinessTravel_Travel_Rarely
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 1043 | |
| 0.0 | 427 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 1043 | |
| 0.0 | 427 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1897 | |
| . | 1470 | |
| 1 | 1043 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1897 | |
| 1 | 1043 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1897 | |
| . | 1470 | |
| 1 | 1043 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1897 | |
| . | 1470 | |
| 1 | 1043 |
EducationField_Human Resources
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.0 | |
|---|---|
| 1.0 | 27 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1443 | |
| 1.0 | 27 | 1.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1443 | |
| 1.0 | 27 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2913 | |
| . | 1470 | |
| 1 | 27 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2913 | |
| 1 | 27 | 0.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2913 | |
| . | 1470 | |
| 1 | 27 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2913 | |
| . | 1470 | |
| 1 | 27 | 0.6% |
EducationField_Life Sciences
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 864 | |
| 1.0 | 606 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 864 | |
| 1.0 | 606 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2334 | |
| . | 1470 | |
| 1 | 606 | 13.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2334 | |
| 1 | 606 | 20.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2334 | |
| . | 1470 | |
| 1 | 606 | 13.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2334 | |
| . | 1470 | |
| 1 | 606 | 13.7% |
EducationField_Marketing
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1311 | |
| 1.0 | 159 | 10.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1311 | |
| 1.0 | 159 | 10.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2781 | |
| . | 1470 | |
| 1 | 159 | 3.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2781 | |
| 1 | 159 | 5.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2781 | |
| . | 1470 | |
| 1 | 159 | 3.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2781 | |
| . | 1470 | |
| 1 | 159 | 3.6% |
EducationField_Medical
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1006 | |
| 1.0 | 464 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1006 | |
| 1.0 | 464 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2476 | |
| . | 1470 | |
| 1 | 464 | 10.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2476 | |
| 1 | 464 | 15.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2476 | |
| . | 1470 | |
| 1 | 464 | 10.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2476 | |
| . | 1470 | |
| 1 | 464 | 10.5% |
EducationField_Other
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.0 | |
|---|---|
| 1.0 | 82 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1388 | |
| 1.0 | 82 | 5.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1388 | |
| 1.0 | 82 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2858 | |
| . | 1470 | |
| 1 | 82 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2858 | |
| 1 | 82 | 2.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2858 | |
| . | 1470 | |
| 1 | 82 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2858 | |
| . | 1470 | |
| 1 | 82 | 1.9% |
EducationField_Technical Degree
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.0 | |
|---|---|
| 1.0 | 132 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1338 | |
| 1.0 | 132 | 9.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1338 | |
| 1.0 | 132 | 9.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2808 | |
| . | 1470 | |
| 1 | 132 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2808 | |
| 1 | 132 | 4.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2808 | |
| . | 1470 | |
| 1 | 132 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2808 | |
| . | 1470 | |
| 1 | 132 | 3.0% |
Gender_Female
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 882 | |
| 1.0 | 588 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 882 | |
| 1.0 | 588 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2352 | |
| . | 1470 | |
| 1 | 588 | 13.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2352 | |
| 1 | 588 | 20.0% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2352 | |
| . | 1470 | |
| 1 | 588 | 13.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2352 | |
| . | 1470 | |
| 1 | 588 | 13.3% |
Gender_Male
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 882 | |
| 0.0 | 588 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 882 | |
| 0.0 | 588 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2058 | |
| . | 1470 | |
| 1 | 882 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2058 | |
| 1 | 882 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2058 | |
| . | 1470 | |
| 1 | 882 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2058 | |
| . | 1470 | |
| 1 | 882 |
JobRole_Healthcare Representative
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.0 | |
|---|---|
| 1.0 | 131 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1339 | |
| 1.0 | 131 | 8.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1339 | |
| 1.0 | 131 | 8.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2809 | |
| . | 1470 | |
| 1 | 131 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2809 | |
| 1 | 131 | 4.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2809 | |
| . | 1470 | |
| 1 | 131 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2809 | |
| . | 1470 | |
| 1 | 131 | 3.0% |
JobRole_Human Resources
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.0 | |
|---|---|
| 1.0 | 52 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1418 | |
| 1.0 | 52 | 3.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1418 | |
| 1.0 | 52 | 3.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2888 | |
| . | 1470 | |
| 1 | 52 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2888 | |
| 1 | 52 | 1.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2888 | |
| . | 1470 | |
| 1 | 52 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2888 | |
| . | 1470 | |
| 1 | 52 | 1.2% |
JobRole_Laboratory Technician
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1211 | |
| 1.0 | 259 | 17.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1211 | |
| 1.0 | 259 | 17.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2681 | |
| . | 1470 | |
| 1 | 259 | 5.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2681 | |
| 1 | 259 | 8.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2681 | |
| . | 1470 | |
| 1 | 259 | 5.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2681 | |
| . | 1470 | |
| 1 | 259 | 5.9% |
JobRole_Manager
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.0 | |
|---|---|
| 1.0 | 102 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1368 | |
| 1.0 | 102 | 6.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1368 | |
| 1.0 | 102 | 6.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2838 | |
| . | 1470 | |
| 1 | 102 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2838 | |
| 1 | 102 | 3.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2838 | |
| . | 1470 | |
| 1 | 102 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2838 | |
| . | 1470 | |
| 1 | 102 | 2.3% |
JobRole_Manufacturing Director
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1325 | |
| 1.0 | 145 | 9.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1325 | |
| 1.0 | 145 | 9.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2795 | |
| . | 1470 | |
| 1 | 145 | 3.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2795 | |
| 1 | 145 | 4.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2795 | |
| . | 1470 | |
| 1 | 145 | 3.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2795 | |
| . | 1470 | |
| 1 | 145 | 3.3% |
JobRole_Research Director
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.0 | |
|---|---|
| 1.0 | 80 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1390 | |
| 1.0 | 80 | 5.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1390 | |
| 1.0 | 80 | 5.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2860 | |
| . | 1470 | |
| 1 | 80 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2860 | |
| 1 | 80 | 2.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2860 | |
| . | 1470 | |
| 1 | 80 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2860 | |
| . | 1470 | |
| 1 | 80 | 1.8% |
JobRole_Research Scientist
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1178 | |
| 1.0 | 292 | 19.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1178 | |
| 1.0 | 292 | 19.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2648 | |
| . | 1470 | |
| 1 | 292 | 6.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2648 | |
| 1 | 292 | 9.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2648 | |
| . | 1470 | |
| 1 | 292 | 6.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2648 | |
| . | 1470 | |
| 1 | 292 | 6.6% |
JobRole_Sales Executive
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1144 | |
| 1.0 | 326 | 22.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1144 | |
| 1.0 | 326 | 22.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2614 | |
| . | 1470 | |
| 1 | 326 | 7.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2614 | |
| 1 | 326 | 11.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2614 | |
| . | 1470 | |
| 1 | 326 | 7.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2614 | |
| . | 1470 | |
| 1 | 326 | 7.4% |
JobRole_Sales Representative
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.0 | |
|---|---|
| 1.0 | 83 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1387 | |
| 1.0 | 83 | 5.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1387 | |
| 1.0 | 83 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2857 | |
| . | 1470 | |
| 1 | 83 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2857 | |
| 1 | 83 | 2.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2857 | |
| . | 1470 | |
| 1 | 83 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2857 | |
| . | 1470 | |
| 1 | 83 | 1.9% |
MaritalStatus_Divorced
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1143 | |
| 1.0 | 327 | 22.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1143 | |
| 1.0 | 327 | 22.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2613 | |
| . | 1470 | |
| 1 | 327 | 7.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2613 | |
| 1 | 327 | 11.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2613 | |
| . | 1470 | |
| 1 | 327 | 7.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2613 | |
| . | 1470 | |
| 1 | 327 | 7.4% |
MaritalStatus_Married
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 797 | |
| 1.0 | 673 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 797 | |
| 1.0 | 673 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2267 | |
| . | 1470 | |
| 1 | 673 | 15.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2267 | |
| 1 | 673 | 22.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2267 | |
| . | 1470 | |
| 1 | 673 | 15.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2267 | |
| . | 1470 | |
| 1 | 673 | 15.3% |
MaritalStatus_Single
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1000 | |
| 1.0 | 470 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1000 | |
| 1.0 | 470 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2470 | |
| . | 1470 | |
| 1 | 470 | 10.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2470 | |
| 1 | 470 | 16.0% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2470 | |
| . | 1470 | |
| 1 | 470 | 10.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2470 | |
| . | 1470 | |
| 1 | 470 | 10.7% |
OverTime_No
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 1054 | |
| 0.0 | 416 | 28.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 1054 | |
| 0.0 | 416 | 28.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1886 | |
| . | 1470 | |
| 1 | 1054 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1886 | |
| 1 | 1054 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1886 | |
| . | 1470 | |
| 1 | 1054 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1886 | |
| . | 1470 | |
| 1 | 1054 |
OverTime_Yes
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1054 | |
| 1.0 | 416 | 28.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1054 | |
| 1.0 | 416 | 28.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2524 | |
| . | 1470 | |
| 1 | 416 | 9.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2940 | |
| Other Punctuation | 1470 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2524 | |
| 1 | 416 | 14.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2524 | |
| . | 1470 | |
| 1 | 416 | 9.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2524 | |
| . | 1470 | |
| 1 | 416 | 9.4% |
| Age | DailyRate | DistanceFromHome | MonthlyIncome | NumCompaniesWorked | PercentSalaryHike | TotalWorkingYears | TrainingTimesLastYear | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | AverageSatisfaction | SalaryDeviation | Education | EnvironmentSatisfaction | JobInvolvement | JobLevel | JobSatisfaction | RelationshipSatisfaction | StockOptionLevel | WorkLifeBalance | BusinessTravel_Non-Travel | BusinessTravel_Travel_Frequently | BusinessTravel_Travel_Rarely | EducationField_Human Resources | EducationField_Life Sciences | EducationField_Marketing | EducationField_Medical | EducationField_Other | EducationField_Technical Degree | Gender_Female | Gender_Male | JobRole_Healthcare Representative | JobRole_Human Resources | JobRole_Laboratory Technician | JobRole_Manager | JobRole_Manufacturing Director | JobRole_Research Director | JobRole_Research Scientist | JobRole_Sales Executive | JobRole_Sales Representative | MaritalStatus_Divorced | MaritalStatus_Married | MaritalStatus_Single | OverTime_No | OverTime_Yes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.007 | -0.019 | 0.472 | 0.353 | 0.008 | 0.657 | 0.000 | 0.252 | 0.198 | 0.174 | 0.195 | 0.023 | 0.073 | 0.153 | 0.006 | 0.025 | 0.295 | 0.000 | 0.035 | 0.093 | 0.033 | 0.000 | 0.058 | 0.048 | 0.000 | 0.027 | 0.000 | 0.000 | 0.042 | 0.033 | 0.000 | 0.000 | 0.106 | 0.036 | 0.140 | 0.313 | 0.091 | 0.200 | 0.165 | 0.112 | 0.228 | 0.094 | 0.113 | 0.196 | 0.000 | 0.000 |
| DailyRate | 0.007 | 1.000 | -0.003 | 0.016 | 0.037 | 0.025 | 0.021 | -0.011 | -0.010 | 0.007 | -0.038 | -0.005 | 0.034 | 0.020 | 0.017 | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 | 0.040 | 0.012 | 0.023 | 0.039 | 0.000 | 0.012 | 0.033 | 0.062 | 0.014 | 0.000 | 0.086 | 0.031 | 0.031 | 0.042 | 0.000 | 0.035 | 0.000 | 0.000 | 0.036 | 0.000 | 0.000 | 0.000 | 0.059 | 0.108 | 0.088 | 0.000 | 0.000 |
| DistanceFromHome | -0.019 | -0.003 | 1.000 | 0.003 | -0.010 | 0.030 | -0.003 | -0.025 | 0.011 | 0.014 | -0.005 | 0.004 | -0.014 | -0.054 | 0.000 | 0.000 | 0.034 | 0.054 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 | 0.041 | 0.051 | 0.038 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.026 | 0.026 | 0.000 | 0.000 | 0.000 | 0.041 | 0.000 | 0.000 | 0.000 | 0.032 | 0.022 | 0.000 | 0.000 | 0.000 | 0.064 | 0.064 |
| MonthlyIncome | 0.472 | 0.016 | 0.003 | 1.000 | 0.190 | -0.034 | 0.710 | -0.035 | 0.464 | 0.395 | 0.265 | 0.365 | -0.009 | 0.344 | 0.094 | 0.000 | 0.046 | 0.864 | 0.000 | 0.043 | 0.056 | 0.000 | 0.000 | 0.047 | 0.038 | 0.064 | 0.000 | 0.150 | 0.016 | 0.055 | 0.041 | 0.046 | 0.046 | 0.294 | 0.078 | 0.379 | 0.727 | 0.272 | 0.546 | 0.405 | 0.462 | 0.291 | 0.049 | 0.044 | 0.081 | 0.000 | 0.000 |
| NumCompaniesWorked | 0.353 | 0.037 | -0.010 | 0.190 | 1.000 | 0.000 | 0.315 | -0.047 | -0.171 | -0.128 | -0.067 | -0.144 | -0.005 | 0.100 | 0.101 | 0.000 | 0.000 | 0.113 | 0.000 | 0.000 | 0.000 | 0.051 | 0.000 | 0.000 | 0.000 | 0.063 | 0.091 | 0.072 | 0.055 | 0.053 | 0.013 | 0.000 | 0.000 | 0.071 | 0.066 | 0.068 | 0.085 | 0.038 | 0.120 | 0.071 | 0.042 | 0.106 | 0.025 | 0.026 | 0.055 | 0.000 | 0.000 |
| PercentSalaryHike | 0.008 | 0.025 | 0.030 | -0.034 | 0.000 | 1.000 | -0.026 | -0.004 | -0.054 | -0.026 | -0.055 | -0.026 | -0.025 | 0.012 | 0.021 | 0.000 | 0.036 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.028 | 0.003 | 0.060 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.032 | 0.049 | 0.049 | 0.008 | 0.000 | 0.000 | 0.068 | 0.000 | 0.000 | 0.041 | 0.000 | 0.037 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| TotalWorkingYears | 0.657 | 0.021 | -0.003 | 0.710 | 0.315 | -0.026 | 1.000 | -0.014 | 0.594 | 0.493 | 0.335 | 0.495 | -0.019 | 0.115 | 0.095 | 0.000 | 0.000 | 0.539 | 0.024 | 0.031 | 0.064 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.059 | 0.066 | 0.039 | 0.000 | 0.000 | 0.000 | 0.177 | 0.039 | 0.215 | 0.572 | 0.103 | 0.330 | 0.256 | 0.213 | 0.339 | 0.000 | 0.065 | 0.113 | 0.000 | 0.000 |
| TrainingTimesLastYear | 0.000 | -0.011 | -0.025 | -0.035 | -0.047 | -0.004 | -0.014 | 1.000 | 0.001 | 0.005 | 0.010 | -0.012 | -0.015 | -0.011 | 0.027 | 0.000 | 0.013 | 0.017 | 0.021 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.055 | 0.094 | 0.026 | 0.045 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.033 | 0.000 | 0.039 | 0.000 | 0.050 | 0.000 | 0.032 | 0.000 | 0.099 | 0.099 |
| YearsAtCompany | 0.252 | -0.010 | 0.011 | 0.464 | -0.171 | -0.054 | 0.594 | 0.001 | 1.000 | 0.854 | 0.520 | 0.843 | 0.008 | 0.057 | 0.068 | 0.000 | 0.039 | 0.347 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.032 | 0.000 | 0.047 | 0.000 | 0.000 | 0.000 | 0.000 | 0.033 | 0.033 | 0.068 | 0.000 | 0.132 | 0.397 | 0.066 | 0.174 | 0.134 | 0.154 | 0.213 | 0.066 | 0.063 | 0.031 | 0.045 | 0.045 |
| YearsInCurrentRole | 0.198 | 0.007 | 0.014 | 0.395 | -0.128 | -0.026 | 0.493 | 0.005 | 0.854 | 1.000 | 0.506 | 0.725 | -0.005 | 0.068 | 0.039 | 0.032 | 0.000 | 0.241 | 0.000 | 0.000 | 0.000 | 0.024 | 0.006 | 0.000 | 0.000 | 0.000 | 0.026 | 0.051 | 0.000 | 0.000 | 0.000 | 0.080 | 0.080 | 0.089 | 0.000 | 0.120 | 0.197 | 0.059 | 0.182 | 0.148 | 0.127 | 0.144 | 0.000 | 0.054 | 0.078 | 0.054 | 0.054 |
| YearsSinceLastPromotion | 0.174 | -0.038 | -0.005 | 0.265 | -0.067 | -0.055 | 0.335 | 0.010 | 0.520 | 0.506 | 1.000 | 0.467 | 0.032 | 0.052 | 0.000 | 0.000 | 0.000 | 0.212 | 0.000 | 0.052 | 0.053 | 0.013 | 0.000 | 0.036 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.083 | 0.000 | 0.088 | 0.242 | 0.062 | 0.128 | 0.120 | 0.062 | 0.064 | 0.037 | 0.088 | 0.046 | 0.000 | 0.000 |
| YearsWithCurrManager | 0.195 | -0.005 | 0.004 | 0.365 | -0.144 | -0.026 | 0.495 | -0.012 | 0.843 | 0.725 | 0.467 | 1.000 | -0.020 | 0.041 | 0.000 | 0.000 | 0.044 | 0.232 | 0.000 | 0.000 | 0.030 | 0.031 | 0.000 | 0.089 | 0.090 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.089 | 0.207 | 0.072 | 0.153 | 0.119 | 0.089 | 0.155 | 0.000 | 0.000 | 0.048 | 0.000 | 0.000 |
| AverageSatisfaction | 0.023 | 0.034 | -0.014 | -0.009 | -0.005 | -0.025 | -0.019 | -0.015 | 0.008 | -0.005 | 0.032 | -0.020 | 1.000 | -0.031 | 0.013 | 0.366 | 0.051 | 0.044 | 0.354 | 0.361 | 0.062 | 0.018 | 0.000 | 0.000 | 0.021 | 0.000 | 0.050 | 0.000 | 0.057 | 0.000 | 0.049 | 0.015 | 0.015 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.038 | 0.073 | 0.113 | 0.113 |
| SalaryDeviation | 0.073 | 0.020 | -0.054 | 0.344 | 0.100 | 0.012 | 0.115 | -0.011 | 0.057 | 0.068 | 0.052 | 0.041 | -0.031 | 1.000 | 0.010 | 0.039 | 0.000 | 0.285 | 0.000 | 0.048 | 0.036 | 0.000 | 0.037 | 0.000 | 0.046 | 0.000 | 0.000 | 0.047 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.154 | 0.000 | 0.141 | 0.202 | 0.136 | 0.288 | 0.185 | 0.155 | 0.093 | 0.000 | 0.026 | 0.064 | 0.000 | 0.000 |
| Education | 0.153 | 0.017 | 0.000 | 0.094 | 0.101 | 0.021 | 0.095 | 0.027 | 0.068 | 0.039 | 0.000 | 0.000 | 0.013 | 0.010 | 1.000 | 0.019 | 0.000 | 0.088 | 0.015 | 0.016 | 0.027 | 0.000 | 0.020 | 0.000 | 0.000 | 0.049 | 0.000 | 0.064 | 0.061 | 0.072 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.043 | 0.000 | 0.000 | 0.058 | 0.000 | 0.047 | 0.094 | 0.000 | 0.000 | 0.000 | 0.001 | 0.001 |
| EnvironmentSatisfaction | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.032 | 0.000 | 0.000 | 0.366 | 0.039 | 0.019 | 1.000 | 0.034 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.000 | 0.029 | 0.017 | 0.000 | 0.041 | 0.050 | 0.000 | 0.000 | 0.000 | 0.000 | 0.024 | 0.000 | 0.000 | 0.039 | 0.031 | 0.000 | 0.000 | 0.032 | 0.000 | 0.051 | 0.018 | 0.060 | 0.060 |
| JobInvolvement | 0.025 | 0.016 | 0.034 | 0.046 | 0.000 | 0.036 | 0.000 | 0.013 | 0.039 | 0.000 | 0.000 | 0.044 | 0.051 | 0.000 | 0.000 | 0.034 | 1.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.000 | 0.046 | 0.000 | 0.013 | 0.018 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 | 0.022 | 0.015 | 0.030 | 0.000 | 0.000 |
| JobLevel | 0.295 | 0.000 | 0.054 | 0.864 | 0.113 | 0.000 | 0.539 | 0.017 | 0.347 | 0.241 | 0.212 | 0.232 | 0.044 | 0.285 | 0.088 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.069 | 0.000 | 0.037 | 0.000 | 0.031 | 0.064 | 0.000 | 0.172 | 0.035 | 0.000 | 0.069 | 0.048 | 0.048 | 0.275 | 0.101 | 0.396 | 0.657 | 0.287 | 0.449 | 0.454 | 0.483 | 0.273 | 0.000 | 0.028 | 0.078 | 0.000 | 0.000 |
| JobSatisfaction | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.024 | 0.021 | 0.000 | 0.000 | 0.000 | 0.000 | 0.354 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.000 | 0.002 | 0.000 | 0.044 | 0.055 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.037 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.023 | 0.019 | 0.000 | 0.000 | 0.000 | 0.022 | 0.022 |
| RelationshipSatisfaction | 0.035 | 0.000 | 0.019 | 0.043 | 0.000 | 0.027 | 0.031 | 0.000 | 0.000 | 0.000 | 0.052 | 0.000 | 0.361 | 0.048 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.026 | 0.000 | 0.067 | 0.037 | 0.000 | 0.039 | 0.000 | 0.000 | 0.000 | 0.021 | 0.059 | 0.000 | 0.029 | 0.000 | 0.026 | 0.047 | 0.000 | 0.033 | 0.025 | 0.008 | 0.025 | 0.025 |
| StockOptionLevel | 0.093 | 0.040 | 0.000 | 0.056 | 0.000 | 0.000 | 0.064 | 0.000 | 0.015 | 0.000 | 0.053 | 0.030 | 0.062 | 0.036 | 0.027 | 0.000 | 0.022 | 0.069 | 0.000 | 0.030 | 1.000 | 0.019 | 0.000 | 0.000 | 0.000 | 0.055 | 0.000 | 0.000 | 0.053 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.032 | 0.080 | 0.000 | 0.000 | 0.021 | 0.018 | 0.025 | 0.463 | 0.395 | 0.790 | 0.000 | 0.000 |
| WorkLifeBalance | 0.033 | 0.012 | 0.000 | 0.000 | 0.051 | 0.000 | 0.000 | 0.000 | 0.000 | 0.024 | 0.013 | 0.031 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 1.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.043 | 0.009 | 0.018 | 0.005 | 0.008 | 0.000 | 0.000 | 0.000 | 0.057 | 0.015 | 0.000 | 0.000 | 0.000 | 0.060 | 0.000 | 0.032 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 |
| BusinessTravel_Non-Travel | 0.000 | 0.023 | 0.000 | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.037 | 0.020 | 0.010 | 0.046 | 0.037 | 0.022 | 0.000 | 0.000 | 0.000 | 1.000 | 0.157 | 0.524 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.041 | 0.041 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.011 | 0.012 | 0.048 | 0.032 | 0.000 | 0.023 | 0.023 |
| BusinessTravel_Travel_Frequently | 0.058 | 0.039 | 0.041 | 0.047 | 0.000 | 0.003 | 0.017 | 0.000 | 0.000 | 0.000 | 0.036 | 0.089 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.157 | 1.000 | 0.751 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.045 | 0.000 | 0.013 | 0.000 | 0.009 | 0.009 |
| BusinessTravel_Travel_Rarely | 0.048 | 0.000 | 0.051 | 0.038 | 0.000 | 0.060 | 0.000 | 0.000 | 0.032 | 0.000 | 0.000 | 0.090 | 0.021 | 0.046 | 0.000 | 0.000 | 0.013 | 0.031 | 0.002 | 0.000 | 0.000 | 0.000 | 0.524 | 0.751 | 1.000 | 0.000 | 0.012 | 0.019 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.032 | 0.047 | 0.000 | 0.000 | 0.000 |
| EducationField_Human Resources | 0.000 | 0.012 | 0.038 | 0.064 | 0.063 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.049 | 0.029 | 0.018 | 0.064 | 0.000 | 0.026 | 0.055 | 0.027 | 0.000 | 0.000 | 0.000 | 1.000 | 0.106 | 0.030 | 0.083 | 0.000 | 0.022 | 0.000 | 0.000 | 0.022 | 0.536 | 0.050 | 0.067 | 0.026 | 0.000 | 0.056 | 0.062 | 0.000 | 0.000 | 0.045 | 0.061 | 0.000 | 0.000 |
| EducationField_Life Sciences | 0.027 | 0.033 | 0.000 | 0.000 | 0.091 | 0.000 | 0.000 | 0.000 | 0.047 | 0.026 | 0.000 | 0.000 | 0.050 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 0.044 | 0.000 | 0.000 | 0.043 | 0.000 | 0.013 | 0.012 | 0.106 | 1.000 | 0.288 | 0.567 | 0.199 | 0.259 | 0.000 | 0.000 | 0.005 | 0.053 | 0.034 | 0.000 | 0.042 | 0.000 | 0.033 | 0.086 | 0.031 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| EducationField_Marketing | 0.000 | 0.062 | 0.000 | 0.150 | 0.072 | 0.000 | 0.059 | 0.055 | 0.000 | 0.051 | 0.000 | 0.029 | 0.000 | 0.047 | 0.064 | 0.000 | 0.029 | 0.172 | 0.055 | 0.067 | 0.000 | 0.009 | 0.007 | 0.000 | 0.019 | 0.030 | 0.288 | 1.000 | 0.233 | 0.076 | 0.102 | 0.000 | 0.000 | 0.102 | 0.055 | 0.156 | 0.000 | 0.108 | 0.074 | 0.169 | 0.454 | 0.126 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| EducationField_Medical | 0.000 | 0.014 | 0.000 | 0.016 | 0.055 | 0.000 | 0.066 | 0.094 | 0.000 | 0.000 | 0.000 | 0.000 | 0.057 | 0.000 | 0.061 | 0.041 | 0.000 | 0.035 | 0.000 | 0.037 | 0.053 | 0.018 | 0.000 | 0.000 | 0.000 | 0.083 | 0.567 | 0.233 | 1.000 | 0.160 | 0.209 | 0.000 | 0.000 | 0.018 | 0.029 | 0.059 | 0.000 | 0.020 | 0.054 | 0.028 | 0.129 | 0.041 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| EducationField_Other | 0.042 | 0.000 | 0.000 | 0.055 | 0.053 | 0.000 | 0.039 | 0.026 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.072 | 0.050 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.199 | 0.076 | 0.160 | 1.000 | 0.066 | 0.000 | 0.000 | 0.000 | 0.000 | 0.048 | 0.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| EducationField_Technical Degree | 0.033 | 0.086 | 0.000 | 0.041 | 0.013 | 0.032 | 0.000 | 0.045 | 0.000 | 0.000 | 0.000 | 0.000 | 0.049 | 0.000 | 0.000 | 0.000 | 0.000 | 0.069 | 0.000 | 0.039 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.022 | 0.259 | 0.102 | 0.209 | 0.066 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.000 | 0.000 | 0.068 | 0.050 | 0.045 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Gender_Female | 0.000 | 0.031 | 0.026 | 0.046 | 0.000 | 0.049 | 0.000 | 0.000 | 0.033 | 0.080 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.048 | 0.000 | 0.000 | 0.000 | 0.000 | 0.041 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.999 | 0.000 | 0.019 | 0.061 | 0.017 | 0.057 | 0.000 | 0.000 | 0.000 | 0.000 | 0.036 | 0.000 | 0.017 | 0.031 | 0.031 |
| Gender_Male | 0.000 | 0.031 | 0.026 | 0.046 | 0.000 | 0.049 | 0.000 | 0.000 | 0.033 | 0.080 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.048 | 0.000 | 0.000 | 0.000 | 0.000 | 0.041 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.999 | 1.000 | 0.000 | 0.019 | 0.061 | 0.017 | 0.057 | 0.000 | 0.000 | 0.000 | 0.000 | 0.036 | 0.000 | 0.017 | 0.031 | 0.031 |
| JobRole_Healthcare Representative | 0.106 | 0.042 | 0.000 | 0.294 | 0.071 | 0.008 | 0.177 | 0.000 | 0.068 | 0.089 | 0.083 | 0.000 | 0.000 | 0.154 | 0.000 | 0.000 | 0.000 | 0.275 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.005 | 0.102 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.047 | 0.139 | 0.076 | 0.096 | 0.065 | 0.151 | 0.162 | 0.066 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 |
| JobRole_Human Resources | 0.036 | 0.000 | 0.000 | 0.078 | 0.066 | 0.000 | 0.039 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.024 | 0.000 | 0.101 | 0.037 | 0.021 | 0.000 | 0.057 | 0.000 | 0.000 | 0.000 | 0.536 | 0.053 | 0.055 | 0.029 | 0.000 | 0.000 | 0.019 | 0.019 | 0.047 | 1.000 | 0.080 | 0.037 | 0.051 | 0.027 | 0.087 | 0.094 | 0.029 | 0.000 | 0.008 | 0.041 | 0.000 | 0.000 |
| JobRole_Laboratory Technician | 0.140 | 0.035 | 0.000 | 0.379 | 0.068 | 0.000 | 0.215 | 0.000 | 0.132 | 0.120 | 0.088 | 0.089 | 0.000 | 0.141 | 0.043 | 0.000 | 0.000 | 0.396 | 0.000 | 0.059 | 0.032 | 0.015 | 0.000 | 0.000 | 0.000 | 0.050 | 0.034 | 0.156 | 0.059 | 0.048 | 0.000 | 0.061 | 0.061 | 0.139 | 0.080 | 1.000 | 0.120 | 0.148 | 0.104 | 0.227 | 0.243 | 0.106 | 0.000 | 0.000 | 0.000 | 0.034 | 0.034 |
| JobRole_Manager | 0.313 | 0.000 | 0.041 | 0.727 | 0.085 | 0.068 | 0.572 | 0.000 | 0.397 | 0.197 | 0.242 | 0.207 | 0.000 | 0.202 | 0.000 | 0.000 | 0.000 | 0.657 | 0.000 | 0.000 | 0.080 | 0.000 | 0.000 | 0.029 | 0.000 | 0.067 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.017 | 0.017 | 0.076 | 0.037 | 0.120 | 1.000 | 0.082 | 0.054 | 0.130 | 0.140 | 0.055 | 0.000 | 0.039 | 0.045 | 0.000 | 0.000 |
| JobRole_Manufacturing Director | 0.091 | 0.000 | 0.000 | 0.272 | 0.038 | 0.000 | 0.103 | 0.033 | 0.066 | 0.059 | 0.062 | 0.072 | 0.000 | 0.136 | 0.000 | 0.039 | 0.000 | 0.287 | 0.006 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.026 | 0.042 | 0.108 | 0.020 | 0.000 | 0.000 | 0.057 | 0.057 | 0.096 | 0.051 | 0.148 | 0.082 | 1.000 | 0.070 | 0.160 | 0.172 | 0.071 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| JobRole_Research Director | 0.200 | 0.036 | 0.000 | 0.546 | 0.120 | 0.000 | 0.330 | 0.000 | 0.174 | 0.182 | 0.128 | 0.153 | 0.000 | 0.288 | 0.058 | 0.031 | 0.000 | 0.449 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 0.074 | 0.054 | 0.000 | 0.000 | 0.000 | 0.000 | 0.065 | 0.027 | 0.104 | 0.054 | 0.070 | 1.000 | 0.113 | 0.122 | 0.045 | 0.022 | 0.000 | 0.029 | 0.000 | 0.000 |
| JobRole_Research Scientist | 0.165 | 0.000 | 0.000 | 0.405 | 0.071 | 0.041 | 0.256 | 0.039 | 0.134 | 0.148 | 0.120 | 0.119 | 0.000 | 0.185 | 0.000 | 0.000 | 0.028 | 0.454 | 0.000 | 0.026 | 0.021 | 0.060 | 0.000 | 0.000 | 0.000 | 0.056 | 0.033 | 0.169 | 0.028 | 0.000 | 0.068 | 0.000 | 0.000 | 0.151 | 0.087 | 0.227 | 0.130 | 0.160 | 0.113 | 1.000 | 0.263 | 0.115 | 0.000 | 0.028 | 0.045 | 0.046 | 0.046 |
| JobRole_Sales Executive | 0.112 | 0.000 | 0.032 | 0.462 | 0.042 | 0.000 | 0.213 | 0.000 | 0.154 | 0.127 | 0.062 | 0.089 | 0.009 | 0.155 | 0.047 | 0.000 | 0.000 | 0.483 | 0.023 | 0.047 | 0.018 | 0.000 | 0.011 | 0.000 | 0.000 | 0.062 | 0.086 | 0.454 | 0.129 | 0.021 | 0.050 | 0.000 | 0.000 | 0.162 | 0.094 | 0.243 | 0.140 | 0.172 | 0.122 | 0.263 | 1.000 | 0.124 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| JobRole_Sales Representative | 0.228 | 0.000 | 0.022 | 0.291 | 0.106 | 0.037 | 0.339 | 0.050 | 0.213 | 0.144 | 0.064 | 0.155 | 0.000 | 0.093 | 0.094 | 0.032 | 0.000 | 0.273 | 0.019 | 0.000 | 0.025 | 0.032 | 0.012 | 0.045 | 0.000 | 0.000 | 0.031 | 0.126 | 0.041 | 0.008 | 0.045 | 0.000 | 0.000 | 0.066 | 0.029 | 0.106 | 0.055 | 0.071 | 0.045 | 0.115 | 0.124 | 1.000 | 0.042 | 0.000 | 0.064 | 0.000 | 0.000 |
| MaritalStatus_Divorced | 0.094 | 0.059 | 0.000 | 0.049 | 0.025 | 0.000 | 0.000 | 0.000 | 0.066 | 0.000 | 0.037 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.000 | 0.000 | 0.033 | 0.463 | 0.028 | 0.048 | 0.000 | 0.032 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.036 | 0.036 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.000 | 0.000 | 0.042 | 1.000 | 0.489 | 0.364 | 0.000 | 0.000 |
| MaritalStatus_Married | 0.113 | 0.108 | 0.000 | 0.044 | 0.026 | 0.000 | 0.065 | 0.032 | 0.063 | 0.054 | 0.088 | 0.000 | 0.038 | 0.026 | 0.000 | 0.051 | 0.015 | 0.028 | 0.000 | 0.025 | 0.395 | 0.000 | 0.032 | 0.013 | 0.047 | 0.045 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.039 | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 | 0.489 | 1.000 | 0.628 | 0.000 | 0.000 |
| MaritalStatus_Single | 0.196 | 0.088 | 0.000 | 0.081 | 0.055 | 0.000 | 0.113 | 0.000 | 0.031 | 0.078 | 0.046 | 0.048 | 0.073 | 0.064 | 0.000 | 0.018 | 0.030 | 0.078 | 0.000 | 0.008 | 0.790 | 0.000 | 0.000 | 0.000 | 0.000 | 0.061 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.017 | 0.009 | 0.041 | 0.000 | 0.045 | 0.000 | 0.029 | 0.045 | 0.000 | 0.064 | 0.364 | 0.628 | 1.000 | 0.000 | 0.000 |
| OverTime_No | 0.000 | 0.000 | 0.064 | 0.000 | 0.000 | 0.000 | 0.000 | 0.099 | 0.045 | 0.054 | 0.000 | 0.000 | 0.113 | 0.000 | 0.001 | 0.060 | 0.000 | 0.000 | 0.022 | 0.025 | 0.000 | 0.000 | 0.023 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.031 | 0.000 | 0.000 | 0.034 | 0.000 | 0.000 | 0.000 | 0.046 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.998 |
| OverTime_Yes | 0.000 | 0.000 | 0.064 | 0.000 | 0.000 | 0.000 | 0.000 | 0.099 | 0.045 | 0.054 | 0.000 | 0.000 | 0.113 | 0.000 | 0.001 | 0.060 | 0.000 | 0.000 | 0.022 | 0.025 | 0.000 | 0.000 | 0.023 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.031 | 0.000 | 0.000 | 0.034 | 0.000 | 0.000 | 0.000 | 0.046 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.998 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Age | DailyRate | DistanceFromHome | Education | EnvironmentSatisfaction | JobInvolvement | JobLevel | JobSatisfaction | MonthlyIncome | NumCompaniesWorked | PercentSalaryHike | RelationshipSatisfaction | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | AverageSatisfaction | SalaryDeviation | BusinessTravel_Non-Travel | BusinessTravel_Travel_Frequently | BusinessTravel_Travel_Rarely | EducationField_Human Resources | EducationField_Life Sciences | EducationField_Marketing | EducationField_Medical | EducationField_Other | EducationField_Technical Degree | Gender_Female | Gender_Male | JobRole_Healthcare Representative | JobRole_Human Resources | JobRole_Laboratory Technician | JobRole_Manager | JobRole_Manufacturing Director | JobRole_Research Director | JobRole_Research Scientist | JobRole_Sales Executive | JobRole_Sales Representative | MaritalStatus_Divorced | MaritalStatus_Married | MaritalStatus_Single | OverTime_No | OverTime_Yes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.446350 | 0.742527 | -1.010909 | -0.891688 | -0.660531 | 0.379672 | -0.057788 | 1.153254 | -0.108350 | 2.125136 | -1.150554 | -1.584178 | -0.932014 | -0.421642 | -2.171982 | -2.493820 | -0.164613 | -0.063296 | -0.679146 | 0.245834 | -0.617057 | 0.381245 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 |
| 1 | 1.322365 | -1.297775 | -0.147150 | -1.868426 | 0.254625 | -1.026167 | -0.057788 | -0.660853 | -0.291719 | -0.678049 | 2.129306 | 1.191438 | 0.241988 | -0.164511 | 0.155707 | 0.338096 | 0.488508 | 0.764998 | -0.368715 | 0.806541 | 0.444469 | -0.289224 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 |
| 2 | 0.008343 | 1.414363 | -0.887515 | -0.891688 | 1.169781 | -1.026167 | -0.961486 | 0.246200 | -0.937654 | 1.324226 | -0.057267 | -0.658973 | -0.932014 | -0.550208 | 0.155707 | 0.338096 | -1.144294 | -1.167687 | -0.679146 | -1.155935 | 0.444469 | -0.541437 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 |
| 3 | -0.429664 | 1.461466 | -0.764121 | 1.061787 | 1.169781 | 0.379672 | -0.961486 | 0.246200 | -0.763634 | -0.678049 | -1.150554 | 0.266233 | -0.932014 | -0.421642 | 0.155707 | 0.338096 | 0.161947 | 0.764998 | 0.252146 | -1.155935 | 0.975232 | 0.094848 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
| 4 | -1.086676 | -0.524295 | -0.887515 | -1.868426 | -1.575686 | 0.379672 | -0.961486 | -0.660853 | -0.644858 | 2.525591 | -0.877232 | 1.191438 | 0.241988 | -0.678774 | 0.155707 | 0.338096 | -0.817734 | -0.615492 | -0.058285 | -0.595227 | -0.617057 | 0.529138 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 |
| 5 | -0.539166 | 0.502054 | -0.887515 | -0.891688 | 1.169781 | 0.379672 | -0.961486 | 1.153254 | -0.729850 | -1.078504 | -0.603911 | 0.266233 | -0.932014 | -0.421642 | -0.620189 | -1.077862 | -0.001333 | 0.764998 | 0.252146 | 0.526188 | 1.505995 | 0.218376 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 |
| 6 | 2.417384 | 1.292887 | -0.764121 | 0.085049 | 0.254625 | 1.785511 | -0.961486 | -1.567907 | -0.814416 | 0.523316 | 1.309341 | -1.584178 | 2.589994 | 0.092620 | 0.155707 | -1.077862 | -0.981014 | -1.167687 | -0.679146 | -1.155935 | -1.678583 | -0.090832 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
| 7 | -0.758170 | 1.377177 | 1.827158 | -1.868426 | 1.169781 | 0.379672 | -0.961486 | 0.246200 | -0.809529 | -0.678049 | 1.855984 | -0.658973 | 0.241988 | -1.321601 | -0.620189 | 0.338096 | -0.981014 | -1.167687 | -0.679146 | -1.155935 | 0.444469 | -0.072963 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 8 | 0.117845 | -1.453958 | 1.703764 | 0.085049 | 1.169781 | -1.026167 | 0.845911 | 0.246200 | 0.642338 | -1.078504 | 1.582663 | -0.658973 | -0.932014 | -0.164511 | -0.620189 | 0.338096 | 0.325228 | 0.764998 | -0.368715 | 1.086895 | 0.444469 | -0.226275 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 |
| 9 | -0.101159 | 1.230910 | 2.197341 | 0.085049 | 0.254625 | 0.379672 | -0.057788 | 0.246200 | -0.268983 | 1.324226 | -0.603911 | -0.658973 | 1.415991 | 0.735447 | 0.155707 | -1.077862 | -0.001333 | 0.764998 | 1.493867 | 0.806541 | -0.086294 | -0.206095 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 |
| Age | DailyRate | DistanceFromHome | Education | EnvironmentSatisfaction | JobInvolvement | JobLevel | JobSatisfaction | MonthlyIncome | NumCompaniesWorked | PercentSalaryHike | RelationshipSatisfaction | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | AverageSatisfaction | SalaryDeviation | BusinessTravel_Non-Travel | BusinessTravel_Travel_Frequently | BusinessTravel_Travel_Rarely | EducationField_Human Resources | EducationField_Life Sciences | EducationField_Marketing | EducationField_Medical | EducationField_Other | EducationField_Technical Degree | Gender_Female | Gender_Male | JobRole_Healthcare Representative | JobRole_Human Resources | JobRole_Laboratory Technician | JobRole_Manager | JobRole_Manufacturing Director | JobRole_Research Director | JobRole_Research Scientist | JobRole_Sales Executive | JobRole_Sales Representative | MaritalStatus_Divorced | MaritalStatus_Married | MaritalStatus_Single | OverTime_No | OverTime_Yes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1460 | -0.867672 | -0.829224 | 2.320735 | 1.061787 | 1.169781 | -1.026167 | -0.961486 | -1.567907 | -0.577502 | -0.678049 | -0.330589 | -0.658973 | -0.932014 | -0.807339 | 0.155707 | -2.493820 | -0.327893 | -0.063296 | -0.679146 | -0.034520 | -0.617057 | 0.775417 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 |
| 1461 | 1.431867 | -0.973012 | 2.320735 | 0.085049 | 1.169781 | -1.026167 | 0.845911 | -1.567907 | 0.924509 | 0.523316 | -0.603911 | -0.658973 | 0.241988 | 1.121144 | 0.155707 | 0.338096 | -0.654454 | -0.615492 | -0.058285 | -1.155935 | -0.617057 | 0.805455 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| 1462 | 0.227347 | -0.199532 | 1.827158 | -1.868426 | -0.660531 | -1.026167 | 1.749610 | 1.153254 | 1.174597 | -1.078504 | -1.150554 | -1.584178 | 0.241988 | 1.249709 | -0.620189 | -1.077862 | 2.121310 | 1.317193 | 2.114728 | 0.526188 | -0.617057 | -2.698024 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 |
| 1463 | -0.648668 | -1.183736 | -0.517332 | 0.085049 | -0.660531 | 0.379672 | -0.057788 | -1.567907 | 0.729454 | -1.078504 | 1.036019 | -0.658973 | -0.932014 | -0.164511 | -0.620189 | 0.338096 | 0.325228 | -0.063296 | -0.368715 | 0.806541 | -1.678583 | 3.444583 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 |
| 1464 | -1.196177 | 0.903668 | -0.517332 | 0.085049 | 1.169781 | -1.026167 | -0.961486 | 0.246200 | -0.751522 | -1.078504 | 0.762698 | 1.191438 | -0.932014 | -0.807339 | -0.620189 | 0.338096 | -0.491174 | -0.615492 | -0.679146 | -1.155935 | 1.505995 | 0.139132 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 |
| 1465 | -0.101159 | 0.202082 | 1.703764 | -0.891688 | 0.254625 | 1.785511 | -0.057788 | 1.153254 | -0.835451 | 0.523316 | 0.489376 | 0.266233 | 0.241988 | 0.735447 | 0.155707 | 0.338096 | -0.327893 | -0.615492 | -0.679146 | -0.314873 | 0.975232 | -2.277325 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 |
| 1466 | 0.227347 | -0.469754 | -0.393938 | -1.868426 | 1.169781 | -1.026167 | 0.845911 | -1.567907 | 0.741140 | 0.523316 | -0.057267 | -1.584178 | 0.241988 | -0.293077 | 1.707500 | 0.338096 | -0.001333 | 0.764998 | -0.368715 | 0.806541 | -1.147820 | 0.134986 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 |
| 1467 | -1.086676 | -1.605183 | -0.640727 | 0.085049 | -0.660531 | 1.785511 | -0.057788 | -0.660853 | -0.076690 | -0.678049 | 1.309341 | -0.658973 | 0.241988 | -0.678774 | -2.171982 | 0.338096 | -0.164613 | -0.615492 | -0.679146 | -0.314873 | -1.147820 | 0.497004 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
| 1468 | 1.322365 | 0.546677 | -0.887515 | 0.085049 | 1.169781 | -1.026167 | -0.057788 | -0.660853 | -0.236474 | -0.277594 | -0.330589 | 1.191438 | -0.932014 | 0.735447 | 0.155707 | -1.077862 | 0.325228 | 0.488900 | -0.679146 | 1.086895 | 0.975232 | -0.087229 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 |
| 1469 | -0.320163 | -0.432568 | -0.147150 | 0.085049 | -0.660531 | 1.785511 | -0.057788 | 0.246200 | -0.445978 | -0.277594 | -0.877232 | -1.584178 | -0.932014 | -0.678774 | 0.155707 | 1.754054 | -0.491174 | -0.339394 | -0.368715 | -0.595227 | -1.147820 | -0.853257 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 |